Abstract: In the course of seeking an answer to the question "How do you know you are not a zombie?" Floridi (2005) issues an ingenious, philosophically rich challenge to artificial intelligence (AI) in the form of an extremely demanding version of the so-called knowledge game (or "wise-man puzzle," or "muddy-children puzzle")—one that purportedly ensures that those who pass it are self-conscious. In this article, on behalf of (at least the logic-based variety of) AI, I take up the challenge—which (...) is to say, I try to show that this challenge can in fact be met by AI in the foreseeable future. (shrink)

Artificial intelligence (AI) is rapidly reshaping our world. As AI systems become increasingly autonomous and integrated into various sectors, fundamental ethical issues such as accountability, transparency, bias, and privacy are exacerbated or morph into new forms. This introduction provides an overview of the current ethical landscape of AI. It explores the pressing need to address biases in AI systems, protect individual privacy, ensure transparency and accountability, and manage the broader societal impacts of AI on labor markets, education, and social interactions. (...) It also highlights the global nature of AI's challenges, such as its environmental impact and security risks, stressing the importance of international collaboration and culturally sensitive ethical guidelines. It then outlines three unprecedented challenges AI poses to copyright and intellectual property rights; individual autonomy through AI's “hypersuasion”; and our understanding of authenticity, originality, and creativity through the transformative impact of AI-generated content. The conclusion emphasizes the importance of ongoing critical vigilance, imaginative conceptual design, and collaborative efforts between diverse stakeholders to deal with the ethical complexities of AI and shape a sustainable and socially preferable future. It underscores the crucial role of philosophy in identifying and analyzing the most significant problems and designing convincing and feasible solutions, calling for a new, engaged, and constructive approach to philosophical inquiry in the digital age. (shrink)

In this article, I shall argue that AI’s likely developments and possible challenges are best understood if we interpret AI not as a marriage between some biological-like intelligence and engineered artefacts, but as a divorce between agency and intelligence, that is, the ability to solve problems successfully and the necessity of being intelligent in doing so. I shall then look at five developments: (1) the growing shift from logic to statistics, (2) the progressive adaptation of the environment to AI rather (...) than of AI to the environment, (3) the increasing translation of difficult problems into complex problems, (4) the tension between regulative and constitutive rules underpinning areas of AI application, and (5) the push for synthetic data. (shrink)

In this chapter I identify three problems affecting the plausibility of group privacy and argue in favour of their resolution. The first problem concerns the nature of the groups in question. I shall argue that groups are neither discovered nor invented, but designed by the level of abstraction (LoA) at which a specific analysis of a social system is developed. Their design is therefore justified insofar as the purpose, guiding the choice of the LoA, is justified. This should remove the (...) objection that groups cannot have a right to privacy because groups are mere artefacts (there are no groups, only individuals) or that, even if there are groups, it is too difficult to deal with them. The second problem concerns the possibility of attributing rights to groups. I shall argue that the same logic of attribution of a right to individuals may be used to attribute a right to a group, provided one modifies the LoA and now treats the whole group itself as an individual. This should remove the objection that, even if groups exist and are manageable, they cannot be treated as holders of rights. The third problem concerns the possibility of attributing a right to privacy to groups. I shall argue that sometimes it is the group and only the group, not its members, that is correctly identified as the correct holder of a right to privacy. This should remove the objection that privacy, as a group right, is a right held not by a group as a group but rather by the group’s members severally. The solutions of the three problems supports the thesis that an interpretation of privacy in terms of a protection of the information that constitutes an individual—both in terms of a single person and in terms of a group—is better suited than other interpretations to make sense of group privacy. (shrink)

On 8th August 2019, Secretary of State for Health and Social Care, Matt Hancock, announced the creation of a £250 million NHS AI Lab. This significant investment is justified on the belief that transforming the UK’s National Health Service (NHS) into a more informationally mature and heterogeneous organisation, reliant on data-based and algorithmically-driven interactions, will offer significant benefit to patients, clinicians, and the overall system. These opportunities are realistic and should not be wasted. However, they may be missed (one may (...) recall the troubled Care.data programme) if the ethical challenges posed by this transformation are not carefully considered from the start, and then addressed thoroughly, systematically, and in a socially participatory way. To deal with this serious risk, the NHS AI Lab should create an Ethics Advisory Board and monitor, analyse, and address the normative and overarching ethical issues that arise at the individual, interpersonal, group, institutional and societal levels in AI for healthcare. (shrink)

There is growing concern that decision-making informed by machine learning (ML) algorithms may unfairly discriminate based on personal demographic attributes, such as race and gender. Scholars have responded by introducing numerous mathematical definitions of fairness to test the algorithm, many of which are in conflict with one another. However, these reductionist representations of fairness often bear little resemblance to real-life fairness considerations, which in practice are highly contextual. Moreover, fairness metrics tend to be implemented in narrow and targeted toolkits that (...) are difficult to integrate into an algorithm’s broader ethical assessment. In this paper, we derive lessons from ethical philosophy and welfare economics as they relate to the contextual factors relevant for fairness. In particular we highlight the debate around acceptability of particular inequalities and the inextricable links between fairness, welfare and autonomy. We propose Key Ethics Indicators (KEIs) as a way towards providing a more holistic understanding of whether or not an algorithm is aligned to the decision-maker’s ethical values. (shrink)

In the realm of Polish law, arbitration is anything but a new concept. In an ever-developing economy, arbitration has become a useful tool in resolving disputes that are commercial in nature. The issue pertinent to the choice of language in an arbitral proceeding has been thoroughly investigated in the doctrine of international arbitration, yet the conclusions are not set in stone and are likely to change and evolve over time. As evidenced by the technological revolution, introduction of mechanical translations, and (...) artificial intelligence (“AI”) it may seem that the challenges will be difficult to predict. Alternatively, the status quo of the English language as the number one language in the arbitral proceedings will remain. The parties can easily dismiss the linguistic and interpretative problems surrounding arbitration agreements. Thus, this article endeavors to consider the possible implications of a case scenario, wherein a party would attempt to arbitrate an international dispute with a Polish party on the basis of a contract that would be in a language that differs from Polish. Additionally, attention is drawn to the role of witnesses in an arbitration proceeding as such witnesses may speak languages that are the same, similar, or entirely different to the language spoken by the parties involved in the arbitration, as well as differ from the primary language of the arbiters. This article examines the aforementioned hypothetical case-scenario with the emphasis on relevant Polish acts of law. The research presented in this article is also focused on the examination of regulations vested in the statute of the most prominent Arbitration Court in Poland, and its provisions pertinent to language. (shrink)

Since 2008 I have been closely following the conceptual/performance/video work of Daniel Peltz. Gently rendered through media installation, ethnographic, and performance strategies, Peltz’s work reverently and warmly engages the inner workings of social systems, leaving elegant rips and tears in any given socio/cultural quilt. He engages readymades (of social and media constructions) and uses what are identified as interruptionist/interventionist strategies to disrupt parts of an existing social system, thus allowing for something other to emerge. Like the stereoscope that requires two (...) identical images to create an illusion of a three-dimensional image, Peltz sometimes visualizes two separate elements to create an object or moment that requires space and depth to focus on its varied layers. They say your brain has to process and make meaningful sense out of all that visual information before it can accept the illusion. I say your brain has to do a similar thing when looking and seeing the divine, magical, and faithful (social) art making of Daniel Peltz. Daniel Peltz is Associate Professor of Film/Animation/Video at RISD. He divides his time between Rhode Island and Sweden and is currently at work on an exhibition at Botkyrka Konsthall, Stockholm opening February 2013 and a new project to be included in the IASKA: Spaced Biennial (Australia) in 2014. This interview took place on Skype and is part one of a two-part interview. Feliz Lucia Molina: Are you in Providence, RI? Daniel Peltz: I’m at my house in Providence. I’ve been back for six days teaching winter session at RISD and doing this workshop series—these investors’ drum circles with a group of wealth managers. a client of the firm, 2013, photo Shirin Adhami FLM: The wealth managers were all drumming together? DP: They were all drumming in response to the performance of their retirement portfolios. FLM: Is this part of the “Unrealized Gain/Loss” piece? DP: Yes, it’s part of a show I’m working on in Sweden. I can show you because it was just today. I’ll show you some of this. Lets see—share screen [click, click, click]. This is the room. I’ve been using the camera system that’s already installed in the conference rooms to record them. So the video is being recorded directly by the wealth management office’s tech staff. These are the people I worked with in the last workshop. This conference table is less wondrous. They’ve been learning to drum in response to their retirement portfolios. I started by bringing in my little bit of wealth for them to propose a management strategy, I came to the follow-up meeting with a counter proposal, which was this workshop. So they agreed to do this series of workshops instead of managing my wealth. FLM: Does everybody in the room manage your wealth? That’s kind of a lot of people. DP: That woman in the back there and Craig —they handle new client business. So when you come there with your wealth, they sit down with you and suggest to you how they would manage it. They’re very nice, responsible people. FLM: And where is this? DP: This is in Providence and the one I was showing you is in Waltham, where I was today. Then I’m going to Newport for the last one on Friday. So I will have done four of them. This is the group in Waltham that I just played with today. I played directly with the two groups in Providence and I’m working with an ethnomusicologist at Brown, Asha Tamarisa, who is facilitating the last two. She’s helped develop the workshop in terms of figuring out how to train a group to do this and thinking about the compositional challenges of working in response to retirement portfolio data. FLM: Screensharing helps me to figure out tiny bits here and there about the project. DP: I might even be able to play you a little of the audio I’ve also been working with a group of professional percussionists on what will become a quarterly public investors’ drum circle event. Their stuff was really nice, but I want you to hear what we sounded like in the workshops. They’ve all been recorded by the a/v system in the offices. We use a simple structure where the drummer investors interpret the sensation of gain or loss as embellishments to a base heartbeat rhythm. The group holds the heartbeat and, as each person experiences gain or loss, they embellish that rhythm. "Screensharing helps me to figure out tiny bits here and there about the project" FLM: Is the process all very spontaneous? DP: Its actually quite structured. We produce a custom stock ticker that shows the performance of their collective portfolios. In advance of the workshop each participant submits assets in their retirement portfolio. Then we make a stock ticker that shows the real-time performance of their assets so that they can respond to almost live data. FLM: Are they reading the stock ticker projected up on the screen in the room? Do people drum in correspondence to the visual live data of the performance of their assets? DP: Exactly. They’re looking at the stock ticker as opposed to each other, so it’s a slightly shifted drum circle. They’re looking at the ticker but they’re listening to each other—that’s what we’re practicing. For example, NVO—the price is 172.08 but it’s down -1.16 and as that moves across the screen, the person who’s retirement is invested in that asset starts to embellish when that arrow first appears, based on their experience of loss. They stop when it exits the screen and return to the heartbeat. You could have one ticker for each retirement portfolio, but the way the workshop is constructed is that we just isolate one asset from each person’s portfolio so that everyone in the group is represented in a single ticker. So they’re drumming and looking at the ticker, but they’re hearing each other experience gain and loss. We’ve removed direct visual engagement from the social structure of a drum circle but the oral engagement is still there. FLM: So they had their own sound interpretation of gain and loss? DP: Yeah and that part is quite spontaneous as you were saying. In some of the preparatory exercises we’ve been working to give the participants more strategies for interpreting the sensations of gain and loss. We’re trying to develop their capacity to embellish a heartbeat or base rhythm but I’m not invested in having a melodious result. I’m quite curious about what this kind of structure will result in without any desire for a particular result. FLM: For context, can you talk about the project you did a couple years ago in Bali, “Unrealized Gain/Loss” in relation to this current wealth management project? DP: The workshops I’ve been doing use a similar strategy to the other components in this project. It started in Indonesia on my sabbatical and I was really trying to understand where I was physically and where I was being on sabbatical—this kind of strange jubilee structure where every seventh year you’re supposed to renew your self. And it was around the time of the global financial crisis. I was on sabbatical for the global financial crisis. I remember watching my father, in particular, respond to the financial crisis by monitoring his retirement portfolio and trying to make sense of it. I realized on a visit to their home that he checked his retirement portfolio every single day and I was really struck by that because in some way our parents are mysteries to us as children, especially their moods. We know how important their moods are but we don’t know what governs them. And somehow it was like I’d figured it out, it’s the performance of the DOW! So I think there was something in that. Then I was in Indonesia and I had been drawn there by an interest in their highly ritualized Hindu culture, where so much of life is driven by a ceremonial calendar. I was interested in Bali as this predominantly Hindu pocket within a predominantly Islamic country and life there being organized by this ritual calendar functioning as a kind of resistance to the dominant global religion of free-market capitalism. So I started to explore that correlation between the ways in which this culture that I was living in was sort of “living for the afterlife” and this idea within certain segments of American society of “living for the afterwork life”. The idea that your wellbeing in the “afterwork life” is tied to forces that are unseen and largely beyond your control has strong similarities to many religious understandings of the universe. So I started to explore that and the crafts and materials that were around me were primarily Batik and percussion. Percussion is a huge part of daily life in Bali. These gamelan troupes were everywhere. And I also happened to be there for Nyepi, the day of silence, which is preceded by a very elaborate procession and construction of demonic statues. These were the things that were around me and I started studying Batik with one of the Batik artists there and also started a conversation with two master Batik artists, one who is American and her Indonesian husband. I developed these patterns that were based on symbols from the performance of my retirement portfolio and worked with the batik artists to produce two sarongs. d. peltz - 2012 In producing the designs, I treated the performance of my retirement portfolio since my arrival at RISD [7 years] as a significant interval and then I looked at the ways in which decisions are made within retirement portfolios as having an extension outwards from the individual assets that underlie the retirement portfolio, which are kind of like the base elements of the retirement world. Then there’s the allocation of your assets, which is a global way of understanding an individual according to typologies, which are often referred to in terms of risk—this notion of a ‘risk profile’. What type of ‘person’ you are is determined by your attitude towards risk, or potentiality, and I found that to be a really fascinating way of understanding the universe. I remember looking at the tabs in my retirement portfolio and finding this one for viewing ‘Unrealized Gain/Loss’ and that’s often how I work—is just going through the Cambridge Parking Code, for example, and finding this section of the code that was called ‘Crossing Non-Signalized Locations’ and just feeling “I can’t do any better than that,” you know? That’s what I was talking about in terms of ready-mades that exist in the social sphere. So I found that tab, actually, a long time ago, and I pulled it out of a journal when I was there [in Bali] working on these pieces and I wound up making these two sarongs and later on a series of porcelain vessels for holding one’s unrealized gains and losses. At the time, I knew that I wanted a performance to come out of them, but I wasn’t sure what it was. I was inspired very much by this sort of thing: Pulls out a TIAA-CREF brochure with a man in a suit seated at a table. This guy is probably an actor, and [the brochure] says “TIAA-Cref announces “Individual counseling sessions at the Rhode Island School of Design. Individual counseling sessions at no additional cost to you. You can discuss your personal financial situation with an experienced TIAA consultant on a confidential basis. We are available to help you discuss how to achieve your financial goals by investing in financial solutions such as mutual funds, brokerage, life insurance, and annuities...etc....What retirement benefits best fits your situation?” Often I encounter this and I think O.K., this is one way to prepare for the after-work life and it seems inadequate to me. But, I also find it really inspiring. I really like the visual language of it. I kind of want to be that man. I’d like to see if I could maybe buy his clothes. FLM: What it is about the man on the brochure that interests you? DP: He’s offering personalized objective advice and a detailed evaluation of everything you need to know and do. Who wouldn’t want that? But he’s also something of a contemporary priest or priestess, mediating between the unseen all-powerful universe of global capitalism and the common worker. So I started off developing Unrealized Gain/Loss directly from the charts that represent the performance of my retirement portfolio. Then I came home and I wanted to use those. I had this word in my journal “unrealized gain/loss vessel.” I had this notion of vessels that would contain unrealized gains and losses. That felt really important to me that they would have somewhere to go. I had been thinking a lot about altars and making offerings—that somehow this really fickle, massive, difficult-to-comprehend-universe of the financial world—that somehow it might be nice if you could making an offering to it. [In Bali] they made such beautiful elaborate offerings. So I studied offering making as well with one of the women there and she taught me some of the standard forms created by folding leaves and the significance of the floral arrangements. I started working in clay and then moved to porcelain and I made these unrealized gain/loss vessels. I made a few of them, they have holes on either side that you can’t get your fingers in. But something can go in there and something can go out of there. It’s a nice size for putting on an altar. Then I got this commission from Artists in Context who was interested in my doing something for this project “Artists Perspectives for the Nation” project. I proposed initiating these investors’ drum circles as a new public performance form. I’m interested in bringing together those two symbols—the symbol of the djembe and the drum circle. unrealized gain/loss vessel - d.peltz - 2012 FLM: I can imagine the public digital stock ticker performing like a soft fleeting stream of information, a kind of (meaningless) illusory comfort blanket. DP: In some way you have to understand its relevance outside of the obvious, right? Because the obvious is illogical. Nobody is actually using that data to day trade, for example. People aren’t sitting there with their computers watching the market data in Times Square or setting up an outdoor office and being like “OK it’s up 3 points or it’s up 1.56, trade! Ok now buy, Ok now sell!” That would be a kind of a nice performance, actually. But actual day traders would want more up to date data than that. To understand what that data is doing is really important. And that’s something I’ve realized—that I’m interested in a particular kind of data visualization, which is not about what data can tell people, but what data can tell people who are visualizing it. For example, in the Cambridge Project “Crossing Non-Signalized Locations” I was interested in the 10,000 excuses archive of data recording five years worth of excuses for why people thought they shouldn’t have received their parking ticket. I was not interested in making that excuse wall so that the public could see and understand this data. Inevitably the data will be seen by others but I was really interested in what the action of visualizing the data told those who were visualizing it. The parking attendants themselves were writing those excuses on the wall—I was interested in what that kind action of writing the excuses on the wall told them about the data. Similarly, I’m interested in designing a way to allow people to pass this data from the unseen universe of the market, through their own bodies, which happens through the merging of the drum and the stock ticker. I’m interested in those two also as symbols; the drum as this symbol of the earth, the body and a pagan counterculture, and the stock ticker referring to the ethereal world of global markets—bringing those two together and making them dependent. I’m often drawn to conceptual propositions that I become invested in testing in a sincere way—at first they often they sound humorous to others, but I have to remember that there is humor in them. I don’t sit around and laugh about these things. I stop finding them funny at all. I’m interested in the proposition that we could know something about the after-work life by drumming in response to our retirement portfolio. So then I become really interested in how to craft that into a viable performance form for myself and others. FLM: The aspect of using sound in “Unrealized Gain/Loss” as a way of embodying the information to the asset holder is really intriguing—using sound as a means of embodying the asset data. Was sound a medium that made sense to use immediately or were you considering other means of attempting to embody it? DP: Well I do use other mediums within the project like textile, ceramic, and batik patterns. I was first drawn to the history of Batik patterns as a socio-economic stratification system and the vessels as a way of embodying or manifesting this data of unrealized gain and loss. My first approach was to work with meditation actually—a meditation workshop with my colleagues. I was going to offer this “Unrealized Gain/Loss” workshop where you would explore the sensations of gain and loss by adapting the way yogi-nidra brings you into contact with your physical surroundings and stretches your perception. FLM: At Naropa University there are/were business & compassion workshops—a sort of mash-up of business and compassion and how compassion could be incorporated into a business model. This process and engagement of “embodying data” also has to do with “Participatory Democracy and the Future of Karaoke” you created at the DNC in Denver in 2008. DP: That kind of appropriation and instrumentalization of spiritual practice could be disturbing and thus compelling as a strategy. For various reasons, I’ve come to be drawn to both the form of a quarterly public performance and the established performance form of a drum circle. Its something I’ve seen myself do before, that is to mess up a really good functional social system like a drum circle or karaoke. I remember I was developing language for the karaoke project and started calling it “Participatory Democracy and the Future of Karaoke” and one of my assistants on the project, who’s an incredible artist, said, “but don’t you think the future of karaoke is guitar hero?” and I realized that maybe he thought I was trying to improve the form. I’m just trying to get people to have this shifted embodied experience, I need to craft the performance context so that they can do that. In the case of the karaoke project, for example, what did I need in order to be able to do this [a person to stand up in front of a bar and deliver a karaoke speech]? I realized that the body is very vulnerable so I built a podium so that the speaker can feel secure enough to do this, otherwise you couldn’t get to this state achieved by passing these speeches through the body. Then I was, like, well you need to be able to practice the lyrics because you don’t know all the “songs” by heart, which became an insert to the massive track books carried by most karaoke VJs. And then sometimes the crowd in the bar isn’t there with me, so I needed to extract the voice of the crowd cheering from the original venue and I needed the local audience to cheer if they wanted to. I’m interested in both where the form succeeds and fails. In particular, one of the most interesting things is this auditory gap between the space where you are, the reduced scale of applause in your own little bar, and this grand scale of applause at the convention center where the speech was originally delivered. FLM: How did the concept of “Participatory Democracy Karaoke” come about and why did you use karaoke as a means of engaging what was happening at the DNC in 2008? DP: I was looking at a lot of different readymade media infrastructures within the city at the time. I was interested in the emergency broadcast systems and I developed a proposal to repurpose that system and karaoke became an important symbol because it was this populist form that was already engaged in exploring the sensation of celebrity but also visualizing the gap between ourselves and those with more power and influence. So it had this readymade capacity to play with power and celebrity and I felt like the Obama presidential campaign, the first one in particular, had some very curious overlaps with this culture of celebrity. Obama of course rose to power partly based on his oratory abilities and I was interested in how karaoke as a vehicle was so adept at offering people all that was left of authentic expression in a political speech. Managing a politician and constructing their identity is such a developed practice that it becomes, kind of automatically, a metaphor for the way that our own identities are constructed. Of course the Obama campaign was very hip and savvy and deploying this notion of grassroots. It was really pioneering in its use of social media and this deployment of notions of populism. I was interested at that time in the capacity of karaoke to track speech patterns, precise tempos of anyone’s delivery, and that to me was a way of thinking about what might be left of the authentic self. I was interested in karaoke’s capacity to extract that authentic component and offer it to others. So not just to stand up and be them, but to [literally] pass their speech patterns through your own body. A long time ago, it started to strike me as odd that one would make media at all. It struck me as a kind of un-contemporary way of going about making art in an age of media overflow. That logic extended into my thinking on delivery devices and installation as well. Why would one buy a screen or even set one up when there are so many out there? And the way in which these media displays function in karaoke bars and bars in general is very interesting to me. I’m drawn to this passive consumption of media where your primary social interaction is with the bartender or a few other individuals but these screens are around you and your attention is shifting back and forth between these spaces. So much political rhetoric is spoken to a half-listening audience. I was interested in what was happening in the slippage and that karaoke was a kind of slippage amplifier. So if you put people in a bar and they are delivering a Kucinich speech and Kucinich comes up on a screen then your getting a sound bite of Kucinich and an image of Kucinich and your friend is talking to you— FLM: A kind of magic takes place in that incongruency between sound and image and the karaoke participant who’s relaying the speech-text at the same time. DP: Exactly and there’s some kind of truth in that experience of reality. FLM: Yeah, there’s something uncanny about seeing the body close-up like that as though it can’t lie to you in that moment or context. It’s a weird moment of luminous clarity. The work you’ve done and all of what you’re saying about karaoke is so very interesting to me. Growing up, my dad and uncles sang karaoke a lot (and still do) and being first-generation Filipino American is a different cultural subtext entirely. I’m also seeing it from the position of witnessing family members who are carriers of these stories and songs. And seeing them cherish these Tony Bennett, Frank Sinatra, Elvis Presley songs so much, I also see how their bodies are literal vessels of popular music that signifies something greater—it signifies their cultural and socioeconomic place in the world. The way that they cherish these American 1950s and 1960s pop songs is similar to having a certain kind of reverence for their spiritual faith or Catholicism. It’s a similar kind of care, focus, and attention exerted in karaoke and Catholicism—that these two structures and systems give something to focus on. Setsuko, Seiji and Hitoshi in Obama, Japan as Obama in Indiana — d. peltz — 2008 DP: Sure there something about the relationship we have to our candidate or the way we go about choosing a candidate, which is very similar to a deity or idol. I learned a lot about karaoke culture through this project. I’d never done karaoke. I’d never been interested in it as a form and then I travelled to Japan as part of the project when I made “Setsuko, Seiji and Hitoshi in Obama, Japan as Barack Obama in Indiana” and it was quite fascinating because my image of karaoke had always been this very public forum in a karaoke bar and then I discovered there’s this whole other world of karaoke where people even go on their own, they go and rent a room or cubicle and sing, or they go on a date—just the two of them go and sit in a room and do karaoke together. FLM: I’m interested in issues that take place within or as a result of specific karaoke culture(s). In the Philippines within the last several years there’s been occurring the “My Way Killings” phenomenon. Apparently baklas or gay men are employed by karaoke establishments to help “smooth over conflicts over karaoke singing”—these social forms of conduct, or lack thereof that arise out of the infrastructures of this social sport. In this one rural part of the Philippines there’s a village karaoke machine that the whole village shares—the Aeta indigenous people have an appointed “keeper” of the karaoke machine. I also see karaoke as a proxy to the confessional box in Catholicism where one goes to pour out their sins (minus the penance and redemption). The karaoke machine enables one to literally sing out whatever’s going on internally, but through highly saturated popular song lyrics. While karaoke is a public and social sport, it can also be a private one. Karaoke is a means of communion with each other. DP: Right, this preference for this kind of mediated communication. In Japan I was trying to organize people to work on this project and I was talking about throwing a party and they were like, well, we have to rent a karaoke machine because what else are we going to do? And I think its kind of serving that function of surrogacy—emotional surrogacy. FLM: And karaoke tools can be read as ritual tools—the magic mic that holds everything. There’s got to be some overlap at some point—between religious ceremony and devotion to the karaoke machine. DP: The way I designed the piece was so that it could slip right on top of the ready-made karaoke infrastructure. There was a flat-packed podium and it was made of a single sheet of plywood with no fasteners that slotted into itself. Those were sent out to a network of karaoke bars that I invited to become “karaoke convention centers.” The local VJs downloaded our custom-made, speech-extracted tracks that were designed to play on their existing equipment. In this sense the piece is a permanent installation. If you go to Denver today, some of the VJs still have the tracks in their library of offerings, the Ramones and Romney. It was this notion of re-purposing readymade infrastructure to create a distributable populist form. Obama was coming and the convention was in the Pepsi Center and 30,000 people were coming including 10,000 journalists. The impetus behind the larger art project that commissioned international artists to make works in Denver, was that local people weren’t going to have much access to this convention. It was like an invasion, the city was being descended upon, but if you lived a block away from the site, you had the same access as people in Zimbabwe&mash;30 second media bits excerpted from the speeches. So it seemed to me that the fundamental gesture was how do I take that signal, which was travelling out of the convention center, and create a local interruption? FLM: Is that what you mean by ‘intervention’? The term is frequently used to help describe your work. DP: It depends on the day. Around that karaoke project I had a conversation with Krzysztof Wodiczko and he was proposing that maybe rather than intervention, we should consider the word interruption. Because intervention is kind of an overused term in the field of art and it has militaristic and therapeutic associations outside of the art context. Fundamentally, the idea of intervening speaks to the readymade social world as your primary material. So it’s basically suggesting a kind of subtractive process, which gets back to this question: what is the role of the contemporary media artist in a world that’s so saturated with media? You can’t work additively in a saturated field. If you want to make a visible mark you have to work subtractively. That’s what intervention is about to me, just another way of saying “to work subtractively.” FLM: So the interventions or interruptions aren’t necessarily adding or subtracting, but are they putting orange cones there? What are they doing exactly? DP: I think you’re right about that, they’re not really subtracting. They’re adding to the scope of possibility. I’ve been thinking (with this exhibition I’m mounting next month) about the work as explorations and expansions of social possibility. Maybe it’s more insertion. I started calling the pieces ‘insertions’ that I was making in Rejmyre—a small town in Sweden where I’ve been working for six years now. My favorite site to install there is the tourist bureau. I started calling the video pieces that I made for the tourist bureau, video insertions. This idea that you’re inserting something into the readymade media infrastructure of the world resonates with me. Insertion leverages a context, creating a possibility that the inserted object might be naturalized in the process — that someone can encounter my video in Rejmyre as tourist information. And then all of a sudden tourist information can include some American guy prostrating through town and it can include really bad relationship advice. Maybe insertion is a better word. tourist information – d. peltz 2009-present  . (shrink)

INTRODUCTION BY NANCY FUMERO What is a translation that stalls comprehension? That, when read, parsed, obfuscates comprehension through any language – English, Portuguese. It is inevitable that readers expect fidelity from translations. That language mirror with a sort of precision that enables the reader to become of another location, condition, to grasp in English in a similar vein as readers of Portuguese might from João Guimarães Rosa’s GRANDE SERTÃO: VEREDAS. There is the expectation that translations enable mobility. That what was (...) written in one language be accessible in another. And that a translator is to serve as a mediator, acting ultimately in service to ideas within the source text. To disperse them. However, this notion of translation is partly antithetical to the ideas in Rosa’s work. Or, alternately, to convey the despair of terrain slipping beneath one’s feet, and to encounter the heightened suspense of magic, the translation, as part of its strategy, cannot devotedly rely on its original language, not as its source text. The work undertaken by Felipe W.Martinez is a new form of translation that risks everything in order to encounter the same treacherous knowing Rosa had traversed. And it takes its risks by not taking risks: by being, almost word for word, a literal translation. This is an approach that reductively converts, as opposed to translates. The idiomatic differences between English and Portuguese are not accented. The syntax is not finessed. Liberties are not assumed on account of improving readability. What stands, resoundingly amid such absences, is the awakened challenge of reading. The genuine peril of not knowing. That is, this translation, one that purports to know nothing, creates access into the guileful world Rosa had created in Portuguese. But not by translating. If anything, GRANDE SERTÃO: VEREDAS is speaking a cosmic language through a linguistic one. And W.Martinez does us the service of recognizing this, as what configures the shapes of words and sentences is not as simple as neologisms, portmanteaus, and digressions, but as terrifying as the path the fool traverses: all paths. As such, this translation doesn’t speak English, just as the original does not speak Portuguese. It is the assemblage of paradox as a new logic that can be navigated, if only one could suspend the comfort of readability, of expectation. If one could descend a mountain in the pitch dark of night, each step shocking the body, unable to acclimate to the unleveled heights. Without a doubt, the translation is incongruous to the Portuguese. Taking a small excerpt to compare: Eh, well, thereafter, the rest the Sir provide: comes the bread, comes the hand, comes the god, comes the dog. What is striking is the interplay between “god” and “dog”. To most English speakers, this anagram is a familiar one. But in Portuguese the words god (“deus”) and dog (“cão”) are not so closely linked. In fact, there is no direct mention of “deus” in Rosa’s text: Eh, pois, empós, o resto o senhor prove: vem o pão, vem a mão, vem o são, vem o cão. Both are fascinating. In Rosa’s excerpt, the rhythm is unmistakable and precise, despite, of course, the indices of hesitation: the commas, the Eh, the uncomfortable way of searching through prolongation and wait. This is the sort of paradox Rosa can engage within a sentence. W.Martinez’s does this as well, at a scale that reverberates beyond the sentence, and with one noticeable addition: deus. What may appear to be an overstep, to add such a weighted word that draws out wordplay but is, nevertheless, not in the source text, is exemplary of risk. The translation buzzes because of it. This is because throughout the text we encounter dogs frequently, as some primal beast on par with humans. The dog is one that masters and can be mastered. A creature that is at times its face, and at others a mask. It is a powerful presence. For the translator to be attuned to the reverent undercurrent attributed to this animal, and create within the translation such charged play in English from what was only an implication in Portuguese, is in tribute to the grand beauty within dissonance. What aberrant modes of writing and translation can teach us most assuredly, is that things, words, are not in states of rightness or wrongness, but of oscillation. This isn’t so different from what Rosa says himself: The Sir look…see: the most important and beautiful, of the world, is this: that the people are not always same, still were not completed — but that they go always shifting. They tune or detune. We find this so readily in W.Martinez’s translation, this tuning and detuning. Nancy Fumero Los Angeles GRAND SERTÃO: VEREDAS BY JOÃO GUIMARÃES ROSA TRANSLATED FROM THE PORTUGUESE BY FELIPE W.MARTINEZ Nonothing. Shots that the Sir heard were man brawling not, God be. Bleach white sights on the tree in the backyard, down in the river. By my right. I do this every day, I like; from the bad of boyhood. Thereof they came to call on me. Case of a calf: a white calf, errorful, eyes of to not be—saw selves—; and with a mask of a dog! They told me; I didn’t want to catch a sight. Same that, by the defects of birth, upturned lips, looked to be a laughing man. Folkface, dogface: they determined—it was the devil. Bananas. Killed it. Do not know who owned it. They came to borrow my guns. I caved. I’ve no power to impose. Oh, sir, you laugh certain laughs…Look: when it’s a true shot, first the dogs begin to bark, instantly—after, then, you see who’s handed death. Sir, endure, this is the Sertão. Some want that it is not: that situated Sertão is in and out of those general fields, they say, end of the road, highlands, the other Urucuia. Toleima. For those of Cortino and of Curvelo, then, isn’t here said Sertão? Ah! That there’s more! To place the Sertão it’s told: it’s where the pastures lack latches; where one can tear off ten, fifteen leagues without running into a houseinhabitant; where criminalousness lives out its christ jesus. Sifted out from the tightening grip of the law. The Urcuia comes from the western mountains. But today, its banks, give all—farmlands of farms, pastures of meadows of good yield, low tides, cultures that go kill for kill, until these virgins there are. The general fields run round. These general fields are without size. Ultimately, whichever one one approves, the Sir knows: bread or breads, it’s a question of heads…the Sertão is everywhere. Of the devi? No comment. Sir ask the dwellers. Falsely I fear they unspeak that name of his—only say: whatsitcalled. Volt! no… Whosoever over avoids it, lives with it. In the sentence of one Aristides—who exists in the first palm grove on the right hand side, called Vereda-of-Cow-Calm-of-Saint-Rita—everyone believes: he can't pass in three designated places: then can be heard the tiny cry, behind, a little voice warning:— "Here I come! Here I come!... "— that is the Capirote, the whatsitcalled... And one Jise Simplicio—who anyone from here will swear he keeps an imp in house, a little satanite, imprisoned and obliged to help in all greedful deeds; reason that Simplicio emprises en route to complete riches. As such, for this they say too that his beast bristles and refuses, denying his banner, unyielding, when he wishes to mount... Superstition. Jise Simplicio and Aristides, continue getting fatter, thence unheard or heard. Still the Sir study: right now, in these days of time, you have people purporting that the devil proper stopped, mid-passage, in Andrequice. A boy out of there, to whom'd appeared, and there lauded that, to get here—normally, by horse, a day-n-half—he was capable of such with only some twenty minutes enough... by coasting the River of Chico by the headwaters! Or, too, who knows—sans offense—will not have been, for example, even yourself the Sir who announced such, when you passed by there, for fun run funny? Thereof, not my given crime, I know that wasn't. And evil I wanted not. Only that one question, in hours, at times, brightens peaceful reason. But, the Sir understand: if such a boy, there was, he wanted to dupe. Because, hey, that, to cut the river off by the springs, would be the same thing as one redoubling in the internals of this our state of ours, costant of a journey of some three months... Then? Whatsitcalled? Dodo. The fantastication. And, the respect of giving him such these names of delicacy, is what it is for one to want to invoke that he form of form, with his presence! Not that is. I, personally, almost that have lost in him the creed, deserving to Deus; is the that to the Sir I say, to pure-secret. I know that it is well established, that it greases our Saintly-Gospels. On occasion, I conversed with a young seminarian, super suitable, conferring in the book of prayers and coated in vestments, with a stick of black-sage in hand—prosed that he went auxilitator to the father, to extract the Cujo, from the body living of an oldwoman, in Waterfalls-of-Bulls, he went with the vicar of Field-Round... I conceive. The Sir not is as I? I didn't believe a single thing. Compadre mine Quelemem describes that that which reveals effect are the low spirits meager, of third, adoing in the worst darkness and with anxieties of connecting selves with the livers—they give support. Compadre mine Quelemem is who much me consoles—Quelemem of Goias. But he has to live far from here, in Jijuja, Vereda of Buriti Dark... Ahrr, I leave myself there, that in enevildemonment or with support—the Sir too must have had known diverse, men, women. As not yes? For me, umpteen I've seen, that I've learned. Ma-Neigh, Blood-o'Other, or Legion-Lips, or Tear-em-Down, Cold-Cutter, or Sissy-Goat, one Treciziano, or Verdigris... or Hermogenes... o'them, pileload. If I could forget so many names... I'm not a man for calming horses! And, same, whom of yes of to be jagunço self enters, yea is for some competence entrant of demonion. Will it not? Will it? From first, I made and mixed, and to think not I thought. I didn't have the deadlines. I lived pulling difficult from difficult, fish alive on griddle: who lives asp'rously, no fantasies. But, now, fete of fate to me comes, and sans little disquietudes, I'm from creaky net. And myself invented in this like, of to speculate ideas. The devil exists and nonexists? I say the saying. Opennouncement. These melancholies. The Sir sees: exists waterfall; and since? But waterfall is gulch of ground, and water so pouring from it, retumbling; the Sir consume that water, or undo that bankment, remainder waterfall any? To live is negotiation much perilous. I explain to the Sir: the devil vigors inside of human, the wrinkles of human— or is the human ruin, or the human of adversess. I free, per se, citizen, is that not has devil notone. Notone!— is the that I say. The Sir approve? Me declares total, frank— is high merit that me make: and to beg might, increased. This case— by rashtravagance that me they see— is of mine certain importance. God grant not was... But, not say that the Sir, awised and instructed, that agrees in people of them?! Not? You I appreciate! Your high opinion composes my value. Yea I knew, waited for it— yea the field! Ah, a we, in oldness, we lack of to have plowing of rest. You I appreciate. Is devil notone. Nor esprit. Never I've seen. Someone ought to see, then was I myself, this your servant. Was I you to tell... Well, the devil regulate his state black, ins creatures, ins womens, ins humans. E'en: ins childrens— I declaim. Since not is said: "boy—trainee of the devil"? And ins thes uses, ins plants, ins waters, in terra, in wind... Manures. …The devil in the street, in the middle of the vortex... Hey? Hey? Ah. Figuration mine, of worse by back, the certain memories. Mal-make me! I suffer pain of to tell not…Meliorate, if chillingly: well, in a ground and with equal format of branches and leaves, not give to cassava-calm, that is eaten common, and the cassava-mad that kills? Now, the Sir yea saw a strangeness? A cassava-sweet can rapidly to turn agonizing— motives not I know, at times is said that is for replanted in the terrain always, with mutations then, of caules—go embittering, of s’much in s’much, of its self takes poisons. And, well look: the other, the cassava-mad, too is that at times can fix calm, the estimate, of is to eat sans notone mal. And what this is? Eh, the Sir yea saw, for to see, the ugliness of hate pleated, facetorqued, on the faces of one cobrarattlesnake? Observed the porker fat, capita day more felicity brute, capable of, could, snort and engulf for its own dirty coziness the world total? And sparrowhawk, blackbird, some, the features of they yea represent the need of cleave for before, rend and shred by beak, appears a knife much fine for ruin I desire. Total. Has even twisted races of stone, horrorous, venomous— that spoil mortal the aquas, if they are buried beneath of well; the devil inside of them sleeps: they are the devil. Is known? And the demon— that is only thus the significance of one mercury malign— have order of to follow the path of him, have license to brag?! Arr, he is variegated in all! What the what wastes, goes spending the devil of inside of the people, by itttybits, is the reasonable to suffer. And the delight of love—compadre mine Quelemem says. Family. Really? Is, and not is. The Sir think and not think. Total is and not is… Almost all more grave criminous ferocity, always is much good husband, good son, good father, and is good-friend-of-your-friends! I know of those. Solo that have the afters— and Deus, joined. I spy many nimbi. But, in veracity, son, too, softens. Look: one called Aleixo, resident a league from Step-of-Sour, in Of-Sand, was the man of major badness calm that yea you saw. Me agreed that near the house of his had a weir, amidst the palms, with traíras, for souls of enormous, desenormous, to the real, that received fame; the Aleixo gave of to eat to them, in hours just, they self accustomed to if assuch of lunacies, in order to gobble, seemed to be fishes instructed. One day, solo for grace rustic, he killed an oldman who by there passed, destitute begging alms. The Sir not doubt—have people, in this bored world, that kill solo in order to see someone make grimace… Eh, well, thereafter, the rest the Sir provide: comes the bread, comes the hand, comes the god, comes the dog. This Aleixo was man afamilied, had children small; they were the love of his, total, absurdity. Gave good, that not even a year there passed, of to killed the oldman poor, and the children of Aleixo there they asickened. Smallepidemic of measles, they said, but complex; they never heal. When, then, they healed. But the eyes of theirs vermillionized high in an inflame of spraining to rebellion; and nexthing— the that not I know is if they went of at once, or one later and later other and other— they remained blind. Blind, sans remission of one sweet of light of this Ours! The Sir imagine: stairset— three boys and one girl— all blind. Sans remediable. The Aleixo not lost the judgment, but he changed; ah, mutated complete— now lives of band of Deus, sweating to be good and charitous in all his hours of night and of day. Appears even that he fixed the felicity, that before not was. He himself says he was a man of luck, because Deus wanted to have pity of him, to transform for there the route of his soul. That I heard, and me it gave rage. Reason of the children. If being castigated, what culpa of the let-there-bes of Aleixo those little children had?! Compadre mine Quelemem reproved my uncertainties. That, for certain, inother life returnaound, the children too had been the most wicked, of the mass and part of the father, demons of the same kettle of place. Sir the what thinks? And the oldman, assassinated? — I know the Sir goes to discuss. Well, too. In order that he had a sin of crime, in the body, by to pay. If the people— conforming compadre mine Quelemem is who says— if the people turn to to incarnate renovated, I contemplate even that enemy of death can come as son of the enemy. Look see: if to myself I say, has a subject Pedro Pindo, neighbor of here more six leagues, man of good for all in all, he and the woman of his, always been good, of goodness. They have a son of some ten years called Valtei—name modern, is the that the population of here now appreciates, the Sir knows. Well this-little-thing, thislet, since that some understanding illuminated in him, deed demonstrated the that is: petition stepfather, acid burner, likeful of ruin of inside of the profundity of the species of its nature. In which that torments, to the slowly, of all beasts or raisinglings little that quarrel; one time he found a creole woman hooched foolish sleeping, he arranged a shard of bottle, lashed at three points on the stern of the legs of hers. The what this boy drooled seeing, is bleeding hen or to knife pig.— “I enjoy of to kill…”— one occasion he teeny me told. He opened in me a fright; because: birdy that self leans over— the flight yea is ready! Well the Sir oversee: the pa, Pedro Pindo, mode of to correct this, and the ma, they give in him, misery and mast—they cast the boy sans to eat, they tied to trees in the yard, he nude, unplumed, even in June cold, they tilled the bittybody of his with the trammel and with the goblet, after they cleansed the skin of the sanguine, with bottle gourd brine. The people know, spy, fix wasted. The boy yea relowered of thinness, the eyes entering, caress of bones, enskulled, and tuberculated, the time total hacking, coughness of the that draw parched pectorals. Arr, that now, visible, the Pindo and the woman self habituated of on him hit, of little bit in little they were creating in this a pleasure ugly of diversion— as they regulate the canings in hours certain comfortable, until they call people to see the example good. I think that boy not endure, yea there is in the ta-da, not arrive for the lent to come… Ooee-ooee, then?! Not being as compadre mine Quelemem to want, that explication is that the Sir bestowed? That boy had to be a man. He should, in swing, terrible perversities. Soul of his was in the pitch. Demonstrated. And, now, paid. Ah, but, happens, when he’s crying and paining, he suffers equal that as was as a boy good… Bird, I saw all, in this world! Yea I saw even horse with hiccups… —the that the thing most costous that is. Good, but the Sir may say, should of: and in the start— for offenses and arts, the people— as for that was that s’much amended was started? Ey, ey, ey all collided. Compadre mine Quelemem, too. Am solo a sertanite, in these high ideas I navigate mal. Am much poor poor-thing. Envy my pedigree and of ones conform the Sir, with total reading and doctoration. Not is that I be illiterate. I spelt, years and middle, midly speller, memory and palmer. I had master, Master Lucas, in the Curralinho, he memorized grammar, the operations, rule-of-three, even geography and study patria. On leaves great of paper, with caprice I traced handsome maps. Ah, not is for to speak: but, since of the start, me they thought sophisticated of side. And that I merited of to go to course latin, in Lesson Waterlily—that too they said. Time nostalgic! Going today, I appreciate a good book, despaced. On the farm The Lilittlelemon, of one mine friend Vito Soziano, so sign of this almanac thick, of logoglyphs and conundrums and other divided matters, all year come. In s’much, I place primacy is in the reading advantageous, life of saints, virtues and examples— missionary astute engambling the Indians, or Saint Francis of Assis, Saint Anthony, Saint Gerald… I like much of moral. To ratiocinate, exhort the others for the good way, to acounsel to just. Mine woman, that the Sir knows, vigils for me: much prayer. She is a blessable. Compadre mine Quelemem always says that I may to aquiet my fears on conscience, that being well-attended, terrible good-esprits me protect. Eep! With like… As is of saint effect, I help with mine to want to accredit. But not even always can I. The Sir knew: I total the mine life I thought for me, lining, I am born different. I am and I same. I divert of total the world… I almost that nothing not I know. But I disconfide of many things. The Sir, conceding, I say: in order to think long, I am dog master— the Sir loose in mine front an idea ease and I research that by profundity of total the backwoods, amen! Look: the should of to have, was of so reunited-selves the wise, politicos, constitutions graded, closed the definitive the notion— to proclaim for one time, art assemblies, that not have devil notone, not exists, not possible. Valor of law! Solo assuch, they gave tranquility good to the people. Because the government not cares?! Ah, I know that not is possible. Not me settled the Sir for philistine. One this is to place ideas arranged, other is to deal with country of people, of flesh and sanguine, of thousand-and-many miseries… S’many people—gives scare of to know—and notone so calms: All nascenting, crescendoing, so wedding, wanting collocation of employment, consumables, health, abundance, to be important, wanting rain and affairs good… Of luck that lacks of so to choose: or we t’weave of to live in the salacious common, or care solo of religion solo. I could to be: father clergyman, if not chief of jagunços; for other things not was I birthed. But mine oldness yea principaled I erred of total account. And the rheumatism… There as whom says: in the primers. Ahem. Hey? Hey? The that more I think, I testify and explain: all-the-world is mad. The Sir, I, we, the people all. For this is that so lacks principally of religion: in order to desendodorize, to disdodoate. Pray is that heals of lunacy. In the general. This is that is the salvation-of-the-soul…Much religion your servant! I here, not I lose occasion of religion. I profit of all. I drink water of all rivers… One solo, for me is little, maybe not me arrives. I pray christian, catholic, I burrow the certain; and I accept the prayers of compadre mine Quelemem, doctrine of he, of Kardec. But, when I can, I go in the Mindubim, where one Matias is believer, methodist: the people so accuse of sinner, reads high the bible, and why, singing hymns beautiful of his. Total me quiets, me suspends. Whatever small shade me refreshes. But is solo much provisory. I wanted to pray— the time total. Many people not me approve, they think that law of Deus is privileges, invariable. And I! Doof! I Detest! The what I am? — the what I do, that want, much curia. And in face of total I face, executed. I? —not I trammel. Look: I have a black girl, Maria Leoncia, long from here not she lives, the prayers of her afame much virtue of power. Well to her I pay, every month— ordering of to pray for me one third, every saint day, and, on the Sundays, a rosary. Value, so values. Mine woman not sees mal in this. And I am, yea mandated word for an other, of the voyage-voyage, a Izina Calanga, in order to come here, I heard of that prayer too with grand mermermerits, I go to effect with she treatment equal. I want handful of those, me defending in Deus, reunited of me in volta… Cuts of Christ! To live is much perilous… To want the good with too much force, of incertain way, can yea to be being so wanting the mal, per to initiate. These humans! All they pull the world for itself, for the to concert amended. But capita one solo sees and understands the things of one his world. Amountain, the most supro, most serious was Mediero Vaz. That one man ancient… his Joaozy Ben-Ben, the most brave of all, no-one never can decipher how he by inside consisted. Joca Ramiro— grand man prince!— was politico. Zé Bebelo wanted to be politico, but had and not had luck: fox that lingered. So Candelario so demonized, by to think that was with illness mal. Titao Passos was the by the appreciation of friends: solo per via of them, of his same amities, were that such high so ajagunçoed. Antonio Do— severe bandit. But by half, grand majority half that be. Andalecio, in the profound, a good man-of-good, being raving in his total justice. Ricardao, same, wanted was to be rich in peace: for this he warred. Solo the Hermogenes was that born formed tiger, and assassinite. And the “Ofidios White”? Ah, not me speak. Ah this… joyless mischeivious, that was— that was a poor boy of the destiny… So good, congruous. The Sir heard, I you told: the ruin with the ruin, they terminate by the spine-bushes so to crack— Deus awaits that spendance. Boy!: Deus is patience. The contrary, is the devil. So consumes. The Sir file knife on knife— and file— that so they scrape. Even the rocks of the profound, one of in the other, they go-so aroundabounding even, that the rivulet rolls. Per enquantity, that I think, total as hath, in this world, is because so merits and lacks. Afterly precise. Deus not so reports with rifle, not garrotes the regulation. For what? Quit: goof with goof—one day, some illumination and learn: smart. Solo that, at times, for most auxiliar, Deus begets, in the middle, a pinch of pepper… Therebe? Well, for example: some time, I went of train, there in Seven-Lagoons, for parts of to consult a medical, of name me indicated. He went vested well, and in car of first, by via of the doubts, not me they shadowed for jagunço ancient. It goes and happens, that, close same of me, enfront, he took aseat, returning from the wild North, a mac Jazevedao, delegate professionale. Came with a capanga of his, an undercover, and I well knew the two, of that s’much a was ruin, as the other ruin was. The veracity to say, first I had the strict of me to surpasss for one lonng, to mutate of my place. Judgement me told, meliorate stay. Well, looking, I looked. And— you I tell: never I saw face of man furnished of brutez or malady more, of the them in that. As that was ogre, trussed of thickset, relustered of crude in the eyes small, and armed a chin of stone, toweringbrow; not of mid nor forehead. Not laughed, not so laughed not even one time; but, speaking or silent, the people appeared always to him some teeth, prey pointed of canids. Arr, and blustered, an ittybit. Solo growled curt, low, the mid-words grizzled. He came relooking, historicizing the documents— one by one the leaves with portraits and with the blacks of the digits of jagunços, lifters of horses and criminouses of death. That application of work, in one thing of those, generated the ire in the people. The undercover, busybodyguard, total close, seated joined, attending, excelling of to be dog. Me made a dread, but solo in the goof of the corpus, not in the intern of the courages. One hour, one of those reports fell— and I bent quickly, I knew there precisely by why, not I wanted, not I thought— even today I raise shame of this— I picked the paper of the ground, and delivered to him. Thereof, I say: I had more rage, because I did that; but there yea it was done. The man not even me looked, not even said notone thankfulment. Event he soles of the shoes of his— solo looking— that soles rough thick, bent of enormous, appearing iron bronzed. Because I knew: This Jazevedao, when he apprehended someone, the primary quiet thing that proceeded was that he came entering, sans to have to to say, feigning some hurry, and go stepping on the top of the feet of the poorthings. And that on these occasions he gave laughters, gave… Well, geck! I delivered to him the leaf of paper, and went leaving of there, by to have hand on me of not to destroy by shots that subject. Meat that much they weigh… And umbilicated beginning of belly pot bellied, that me created will… With my lightness, joyful that I’d kill. But, the barbarities that this delegate made and happened, the Sir not even has callus in heart to be able me to hear. He achieved of many men and women to cry blood, for the simple universolo ours here. Sertão. The Sir knows: sertão is where mandates who is strong, with the guile. And bullet is a tidbit of metal… S’much, I say: Jazevedao— one assuch, should of to have, needed? Ah, need. Leather ruined is that calls goad of point. That there be that, after— business particular of he— in the life or in the other, each Jazevedao, accomplished the that he has, desclimbs in his time of pain, too, until to pay the that he gave— compadre mine Quelemem is there, in order to fiscalize. The Sir knows: the peril that is to live… But solo of the mode, of these, by ugly instrument, was that the jagunsaga so finished. Sir thinks that Antonio Do or Olivino Oliviano were going to fix goodies by pure spelling of itself, or by begging of the infelicitous, or by always to hear sermon of father? You I think! In the aims… Of jagunço comported active in order so to repent in the middle of his jagunsagas, solo I lay of one: called Joe Cazuzo— was in smashing of one shotshow, for on the summit of the place Sierra New, district of river rusted, on the stream Traçadal. We made mal minority small, and they closed in order summit of us the personnel of one Coronel Adalvino, forted politico, with many soldiers uniformed in the center, commanding of the Lieutenant Epiphany Helm, that after fixed captain. We lasted hour more hour, and yea gave almost of encircled. There, of misslip, that Joe Cazuzo— man much valiant— so kneeled turned on the ground of the thick, lifted the arms that not even shoots of Jatoba dry, and solo yell, howl clear and howl deaf:— “I saw the Virgin Ours, in the resplendor of the Heavens, with her children of angels!... ” He screamed not touched. — “I saw the Virgin!... ” He ensouled? We desequaled. Bolt for my horse—that I thought— I leaped in mal seat, noteven I knew in which rupture-time I unfastened the halter, of tied up it foot of timber. I flew, arrived. Bullet come. The pasture roared. In the brush, the fear of the people so goes to the whole, one fear intentional. I could to lash out, fated burro brute, giv-that, giv-that. Some two or three bullets so drovein the pad of the mine saddle, they perforated of to tear away almost much the kapok of the filling. Horse trembled in pro, in middle of gallop, I know: thinks in the owner. I not fit of to be more well shrunken. Bulleted came to the sack that I had on the back, with few mine things. And other, of fusil, in ricochet decreed, heated my thigh, sans me wound, the Sir see: bullet does the what to want—so pierced impressed, between in me and the harness! Times crazy… Burumbum!: the horse so kneeled in the fall, dead perhaps, and I yea falling for front, embraced in foliage full, branched and linias, that me swayed and skewered, done I was pendulating in web of spider… Whither? I traversed that life total… Of fear of anxiety, I ruptured to read with mine corpus that forest, I know there — and me fell world below, rolled for the hollow of a grotto closed of shrubs, always me grasped— rolled same assuch: after: after, when I saw mine hands, total on they that not was withdrawn sanguine, was smeared green, on the digits, of leaves living that I pulled and mashed… I landed on the sedge of the profound— and a beast dark gave a releap, with a sneeze, too mad of fright: that was a papa-mel, that I descried; in order to flee, this is solely. Bigger being I, me doused mine overcoat; I spigotted total. And of one bit of thought: if that beast irara lying there then there not had cobra. I took the place of his. Existed cobra notone. I could me to lose. I was solo spineless, softness, but that not deadened, inside, the collisions of the heart. I gasped. I conceived that they came, me kill. Not even did mal, me mattered not. Assuch, some moments, at least I guarded the license of term in order me to rest. Conforming I thought in Diadorim. Solo I thought was in he. One joão-congo sang. I wanted to die thinking in my friend Diadorim, hand-o-bro, who was on the Sierra of WoodO’Bow, almost on the border baiana, with our other half of the so-candelarios… With my friend Diadorim me embraced, sentiment my went-flew right for he… Ay, arr, but: that this mine mouth not has order notone. I am accounting outside, things divagated. In the Sir me confide? Til-that, til-that. Say the angel-of-the-guard… But, conforming I came: after so knew, that same the soldiers of the Lieutenant and the goats of Coronel Adalvino remitted of to respect the blast of that Joe Cazuzo. And that this ended being the man most pacificious of the world, fabricator of oil and sacristan, in the Saint Sundays White. Times! For total, cleaned revelation, I fix thinking. I like. Meliorate, for the idea if well to open, is travelling in train-of-iron. Could, lived to top and to bottom, inside of it. Information that I ask: same in the Heavens, end of end, how is that the soul wins so to forget s’much sufferments and maladies, in the received and in the given? The how? The Sir knows: are things of hideous ofmuch, have. Pain of corpus and pain of idea mark forted, that forted as the total love and rage of hate. Goes, sea… Of luck that, then, the Firmiano, by appellationed Louse-of-Snake, so leoprosized with the leg disconformed, thickening, of that disease that not so cures; and not discern almost more, constant the branchials in the eyes, of the cataracts. Of before, years, had to of so disarray of the jagunsaga. Well, one occasion, some was on the ranch of his, on the High Jeuitai, after accounted—that, turns time, comes subject, he would say: “Me give yearning is of to seize a soldier, and such, for one good flay, with knife blind… But, first, to castrate…” The Sir conceive? Who has more dose of demon in self is Indian, any race of brusque. Folk see nation ofthese, for there profound of the generals of Goias, theofwhere has vagarous grand rivers, of aquas always so clear pleasantly, running of down crystal rosed… Louse-of-Snake gave of sanguine of heathen. Sir me will say: but that he pronounced that out of mouth, manner of to represent that yet not was old decadent. Opus of to oppose, for fear of to be tame, and cause in order so to see respected. Total listened for such rule: palavered of ruins, for more so valued, because we to the environs is hard durability. The worst, but, is that they finish, through the same ford, given of one day to execute the declared, in the real. I saw s’much crudity! Pain not pays to account; if I go, I collide. And me dedrip, three that me sicken, this total. Me convokes that the personnel, today in day, is good of heart. This is, good in the trivial. Malices wildwants, and perversities, always have some, but scarcities. Generation mine, true, was not assuch. Ah, goes to turn a time, in which not is used more to kill people… I yea am old. Good, I was saying: question, this that me excavates… Ah, I formed that question, for compadre mine Quelemem. That me responded: that, for close to heaven, we so amplified so, that total the uglies past so exhaled of not to be—fated sans-modus from time of youngster, mal-arts. As we not lack of to have remorse of the which divulged in the pulsation of his nightmares of one night. Assuch that: fleeced-so, flourished-so! Ahem. For this said, is that the journey to the Heavens is delayed. I confide with compadre mine Quelemem, the Sir knows: reason of creed same that has—that, for total the mal, that so does, one day so repays, the exact. Subject assuch rises three times, in ante of to want to facilitate in any minutia reprehensible… Compadre mine Quelemem never speaks vacant, not subtreats. Solo that this to he not I go to expose. We never should have to declare that accept entire the alien—that is what is the rule of the king! The Sir look…see: the most important and beautiful, of the world, is this: that the people are not always same, still were not completed — but that they go always shifting. They tune or detune. Truth major. Is the that the life me taught. This that me animates, mound. And, other thing: the devil and the brutes; but Deus is treacherous! Ah, a beauty of treacherous— gives like! The force of his, when he wants— boy!— me gives the fear dread! Deus comes coming: no one not sees. He does in the law of gentle— assuch is the miracle. And Deus attacks beautiful, so amusing, so economizes. The well: one day in a tannery, the little knife mine I had dropped inside of a tank, solo soup of bark of tan, stryphnodendron adstringens, angico, there I know. —“Tomorrow I try…”— I said, withmyself. Because it was of night, light notone I not disputed. Ah, then, I found: on the other day, early, the knife, the iron of it, had been gnawed, almost by half, by that aqua dark, total quiet. I left, for more to see. Crack, fuse! Know the what was? Well, in that same of afternoon, there: of the little knife solo so found the handle… The handle, for not to be of cold metal, but of horn of deer. There is: Deus… Good, the Sir heard knows, the that knows me understands… We sum, not think that religion fractures. Sir think the contrary. Visible that, those other times, I painted—belief that the neoglaziovia variegata lifts the flower. Ah, good my joy… Boyhood. But boyhood is task for more later so to deny. Too, I of that of to think in vague in s’much, lost mine hand-of-man for the management hot, in the middle of all. But, today, that I ratiocinated, and think the endeavor, not nor for this not I give for low my competence, in a fire-and-iron. The to see. Would approach would come here with war on me, with bad parts, with other laws, or with excessive looks, and I even draw to ignite this zone, ay, if, if! Is in the mouth of the blunderbuss: is in the rete-te-tem… And lonelyonly not I am, there-of-the. For not this, I was I placed encircle my mine people. Look the Sir: here, close, vereda below, the Paspe — cropper my — is mine. More league, if that, have the Herpetotheres, and have the compadre Ciril, him and three children, I know that they serve. Band of that hand, the Alaripe: knew the Sir the that is that so boasts, in rifleation and by the knife, one cearense did this! After more: the João Innatal, the Quipes, Lophiosilurus-of-claws. And the Fafafa— this gave fights high, all side with me, in the combat old of the Anteater-such: we cleaned the wind of whom not had order of to respirate, and ante these we desencompassed… The Fafafa has a mass of mares. He raises horses good. Even a little more distant, on the ped-of-sierra, of band mine was the Sesfred, Jesualdo, the Nelson, and João Concliz. Some others. The Triol… And not I go valuing? I leave terra with them, of theirs the what is mine is, we close that we not even brothers. For what I want to gather richness? They are there, of arms aireated. Enemy to come, we cross called, gathering: is hour of one good shotshowerment in peace, they exp’riment to see. I say this to the Sir, of confidence. Too, not go to think in double. We want is to work, propose tranquility. Of me, person, I live for mine woman, that total mode-meliorate merits, and for the devotion. Well-to want of mine woman was that me assisted, prayers of hers, graces. Love comes of love. I say. In Diadorim, I think too— but Diadorim is the mine nebulina… Now, well: not I wanted to touch on this more— of the Tineaous; arrive. But has a nevertheless: I ask: the Sir believe, think trust of truth in that parlance, of with the demon so to able to deal with pact? No, no is no? I knew that not there. I spoke of favas. But I like of total good confirmation. To vend you proper soul… Inventionate false! And, soul, the what is? Soul of has to be thing internal supremed, much more of the of inside, and is solo, of the that one if thought: ah, soul sheer! Decision of to vend soul is fearless moll, fantasied of moment, has not the obedience legal. Can I to vend those good terras, thereof of between the Veredas-Four— that are of one Mr. Admiral, who resides in the capital federal? Can I some? Then, if one boy boy is, and for this not so authorizes of to negotiate… And we, this I know, at times is solo fated boy. Mal that in mine life I prepared, I was in a certain infancy in dreams — total runs and arrives so swift —; will be that if hath flame of responsibilities? If dream; yea so did… I gave rapadura to the chump! Ahem. Well. If his soul, and has, it is of Deus established, not even that the person want or not want. Not is vendible. The Sir not thinks? Me declare, frank, I beg. Ah, you I appreciate. You so see that the Sir knows much, in idea firm, beyond of to have letter of doctor. You I appreciate, for much. Your company me gives high pleasures. In terms, I liked that I would live here, or close, was a help. Here not so has conviviation that to instruct. Sertão. Knows the Sir: sertão is where the thought of the people so forms more forted of the than power of the place. To live is much perilous… Eh, that you so go? Yeayea? Is that not. Today, no. Tomorrow, no. Not I consense. The Sir me forgive, but in endeavor of mine friendship accept: the Sir stay. After fifth of-morning-early, the Sir wanting to go, then goes, same me leaves feeling your absence. But, today or tomorrow, no. Visit, here in house, with me, is for three days! But, the Sir really intends to trespass the field this sea of territotires, for sortment of to confer the what exists? You have your motives. Now— I say for me — the Sir comes, came late, Times were, the customs mutate. Almost that, of legitimate loyal, little surplus, not even no excess more nothing. The bands good of valientoughs they reparted their end; many who were jagunço, by ouch pain, beg alms. Same as the herdsmen they doubt of to come in the commerce vested of clothes entire of leather, they think that garb of jerkin is ugly and boor. And even the herd in the shrubbed pasture goes waning less mad, more educated: casted of zebu, dissee with the rest of corralers and captiveborns. Always, in the generals is to the poverty, to the sadness. A sadness that even gladdens. But, then, for a crop reasonable of bizzarancies, I recounsel of the Sir to entest journey more dilated. Not were my desmight, by acids and rheumatism, there I went. I guided the Sir till total. March 2013 San Diego, CA ORIGINAL TEXT NONADA. TIROS QUE O SENHOR ouviu foram de briga de homem não, Deus esteja. Alvejei mira em árvores no quintal, no baixo do córrego. Por meu acerto. Todo dia isso faço, gosto; desde mal em minha mocidade. Daí, vieram me chamar. Causa dumbezerro: um bezerro branco, erroso, os olhos de nem ser – se viu –; e com máscara de cachorro. Me disseram; eu não quis avistar. Mesmo que, por defeito como nasceu, arrebitado de beiços, esse figurava rindo feito pessoa. Cara de gente, cara de cão: determinaram – era o demo. Povo prascóvio. Mataram. Dono dele nem sei quem for. Vieram emprestar minhas armas, cedi. Não tenho abusões. O senhor ri certas risadas... Olhe: quando é tiro de verdade, primeiro a cachorrada pega a latir, instantaneamente – depois, então, se vai ver se deu mortos. O senhor tolere, isto é o sertão. Uns querem que não seja: que situado sertão é por os campos-gerais a fora a dentro, eles dizem, fim de rumo, terras altas, demais do Urucuia. Toleima. Para os de Corinto e do Curvelo, então, o aqui não é dito sertão? Ah, que tem maior! Lugar sertão se divulga: é onde os pastos carecem de fechos; onde um pode torar dez, quinze léguas, sem topar com casa de morador; e onde criminoso vive seu cristo-jesus, arredado do arrocho de autoridade. O Urucuia vem dos montões oestes. Mas, hoje, que na beira dele, tudo dá – fazendões de fazendas, almargem de vargens de bom render, as vazantes; culturas que vão de mata em mata, madeiras de grossura, até ainda virgens dessas lá há. O gerais corre em volta. Esses gerais são sem tamanho. Enfim, cada um o que quer aprova, o senhor sabe: pão ou pães, é questão de opiniães... O sertão está em toda a parte. Do demo? Não gloso. Senhor pergunte aos moradores. Em falso receio, desfalam no nome dele – dizem só: o Que-Diga. Vote! não... Quem muito se evita, se convive. Sentença num Aristides – o que existe no buritizal primeiro desta minha mão direita, chamado a Vereda-da-Vaca-Mansa-deSanta-Rita – todo o mundo crê: ele não pode passar em três lugares, designados: porque então a gente escuta um chorinho, atrás, e uma vozinha que avisando: – “Eu já vou! Eu já vou!...” – que é o capiroto, o que-diga... E um José Simpilício – quem qualquer daqui jura ele tem um capeta em casa, miúdo satanazim, preso obrigado a ajudar em toda ganância que executa; razão que o Simpilício se empresa em vias de completar de rico. Apre, por isso dizem também que a besta pra ele rupeia, nega de banda, não deixando, quando ele quer amontar... Superstição. José Simpilício e Aristides, mesmo estão se engordando, de assim nãoouvir ou ouvir. Ainda o senhor estude: agora mesmo, nestes dias de época, tem gente porfalando que o Diabo próprio parou, de passagem, no Andrequicé. Um Moço de fora, teria aparecido, e lá se louvou que, para aqui vir – normal, a cavalo, dum dia-e-meio – ele era capaz que só com uns vinte minutos bastava... porque costeava o Rio do Chico pelas cabeceiras! Ou, também, quem sabe – sem ofensas – não terá sido, por um exemplo, até mesmo o senhor quem se anunciou assim, quando passou por lá, por prazido divertimento engraçado? Há-de, não me dê crime, sei que não foi. E mal eu não quis. Só que uma pergunta, em hora, às vezes, clareia razão de paz. Mas, o senhor entenda: o tal moço, se há, quis mangar. Pois, hem, que, despontar o Rio pelas nascentes, será a mesma coisa que um se redobrar nos internos deste nosso Estado nosso, custante viagem de uns três meses... Então? Que-Diga? Doideira. A fantasiação. E, o respeito de dar a ele assim esses nomes de rebuço, é que é mesmo um querer invocar que ele forme forma, com as presenças! Não seja. Eu, pessoalmente, quase que já perdi nele a crença, mercês a Deus; é o que ao senhor lhe digo, à puridade. Sei que é bem estabelecido, que grassa nos Santos- Evangelhos. Em ocasião, conversei com um rapaz seminarista, muito condizente, conferindo no livro de rezas e revestido de paramenta, com uma vara de maria-preta na mão – proseou que ia adjutorar o padre, para extraírem o Cujo, do corpo vivo de uma velha, na Cachoeira-dos-Bois, ele ia com o vigário do Campo-Redondo... Me concebo. O senhor não é como eu? Não acreditei patavim. Compadre meu Quelemém descreve que o que revela efeito são os baixos espíritos descarnados, de terceira, fuzuando nas piores trevas e com ânsias de se travarem com os viventes – dão encosto. Compadre meu Quelemém é quem muito me consola – Quelemém de Góis. Mas ele tem de morar longe daqui, na Jijujã, Vereda do Buriti Pardo... Arres, me deixe lá, que – em endemoninhamento ou com encosto – o senhor mesmo deverá de ter conhecido diversos, homens, mulheres. Pois não sim? Por mim, tantos vi, que aprendi. Rincha- Mãe, Sangued’Outro, o Muitos-Beiços, o Rasgaem-Baixo, Faca-Fria, o Fancho-Bode, um Treciziano, o Azinhavre... o Hermógenes... Deles, punhadão. Se eu pudesse esquecer tantos nomes... Não sou amansador de cavalos! E, mesmo, quem de si de ser jagunço se entrete, já é por alguma competência entrante do demônio. Será não? Será? De primeiro, eu fazia e mexia, e pensar não pensava. Não possuía os prazos. Vivi puxando difícil de dificel, peixe vivo no moquém: quem mói no asp’ro, não fantaseia. Mas, agora, feita a folga que me vem, e sem pequenos dessossegos, estou de range rede. E me inventei neste gosto, de especular idéia. O diabo existe e não existe? Dou o dito. Abrenúncio. Essas melancolias. O senhor vê: existe cachoeira; e pois? Mas cachoeira é barranco de chão, e água se caindo por ele, retombando; o senhor consome essa água, ou desfaz o barranco, sobra cachoeira alguma? Viver é negócio muito perigoso... Explico ao senhor: o diabo vige dentro do homem, os crespos do homem – ou é o homem arruinado, ou o homem dos avessos. Solto, por si, cidadão, é que não tem diabo nenhum. Nenhum! – é o que digo. O senhor aprova? Me declare tudo, franco – é alta mercê que me faz: e pedir posso, encarecido. Este caso – por estúrdio que me vejam – é de minha certa importância. Tomara não fosse... Mas, não diga que o senhor, assisado e instruído, que acredita na pessoa dele?! Não? Lhe agradeço! Sua alta opinião compõe minha valia. Já sabia, esperava por ela-já o campo! Ah, a gente, na velhice, carece de ter sua aragem de descanso. Lhe agradeço. Tem diabo nenhum. Nem espírito. Nunca vi. Alguém devia de ver, então era eu mesmo, este vosso servidor. Fosse lhe contar... Bem, o diabo regula seu estado preto, nas criaturas, nas mulheres, nos homens. Até: nas crianças – eu digo. Pois não é ditado: “menino – trem do diabo”? E nos usos, nas plantas, nas águas, na terra, no vento... Estrumes. ... O diabo na rua, no meio do redemunho... Hem? Hem? Ah. Figuração minha, de pior pra trás, as certas lembranças. Mal hajame! Sofro pena de contar não... Melhor, se arrepare: pois, num chão, e com igual formato de ramos e folhas, não dá a mandioca mansa, que se come comum, e a mandioca-brava, que mata? Agora, o senhor já viu uma estranhez? A mandioca-doce pode de repente virar azangada – motivos não sei; às vezes se diz que é por replantada no terreno sempre, com mudas seguidas, de manaíbas – vai em amargando, de tanto em tanto, de si mesma toma peçonhas. E, ora veja: a outra, a mandiocabrava, também é que às vezes pode ficar mansa, a esmo, de se comer sem nenhum mal. E que isso é? Eh, o senhor já viu, por ver, a feiúra de ódio franzido, carantonho, nas faces duma cobra cascavel? Observou o porco gordo, cada dia mais feliz bruto, capaz de, pudesse, roncar e engolir por sua suja comodidade o mundo todo? E gavião, corvo, alguns, as feições deles já representam a precisão de talhar para adiante, rasgar e estraçalhar a bico, parece uma quicé muito afiada por ruim desejo. Tudo. Tem até tortas raças de pedras, horrorosas, venenosas – que estragam mortal a água, se estão jazendo em fundo de poço; o diabo dentro delas dorme: são o demo. Se sabe? E o demo – que é só assim o significado dum azougue maligno – tem ordem de seguir o caminho dele, tem licença para campear?! Arre, ele está misturado em tudo. Que o que gasta, vai gastando o diabo de dentro da gente, aos pouquinhos, é o razoável sofrer. E a alegria de amor – compadre meu Quelemém, diz. Família. Deveras? É, e não é. O senhor ache e não ache. Tudo é e não é... Quase todo mais grave criminoso feroz, sempre é muito bom marido, bom filho, bom pai, e é bom amigo-de-seus-amigos! Sei desses. Só que tem os depois – e Deus, junto. Vi muitas nuvens. Mas, em verdade, filho, também, abranda. Olhe: um chamado Aleixo, residente a légua do Passo do Pubo, no da-Areia, era o homem de maiores ruindades calmas que já se viu. Me agradou que perto da casa dele tinha um açudinho, entre as palmeiras, com traíras, pra-almas de enormes, desenormes, ao real, que receberam fama; o Aleixo dava de comer a elas, em horas justas, elas se acostumaram a se assim das locas, para papar, semelhavam ser peixes ensinados. Um dia, só por graça rústica, ele matou um velhinho que por lá passou, desvalido rogando esmola. O senhor não duvide – tem gente, neste aborrecido mundo, que matam só para ver alguém fazer careta... Eh, pois, empós, o resto o senhor prove: vem o pão, vem a mão, vem o são, vem o cão. Esse Aleixo era homem afamilhado, tinha filhos pequenos; aqueles eram o amor dele, todo, despropósito. Dê bem, que não nem um ano estava passado, de se matar o velhinho pobre, e os meninos do Aleixo aí adoeceram. Andaço de sarampão, se disse, mas complicado; eles nunca saravam. Quando, então, sararam. Mas os olhos deles vermelhavam altos, numa inflama de sapiranga à rebelde; e susseguinte – o que não sei é se foram todos duma vez, ou um logo e logo outro e outro – eles restaram cegos. Cegos, sem remissão dum favinho de luz dessa nossa! O senhor imagine: uma escadinha – três meninos e uma menina – todos cegados. Sem remediável. O Aleixo não perdeu o juizo; mas mudou: ah, demudou completo – agora vive da banda de Deus, suando para ser bom e caridoso em todas suas horas da noite e do dia. Parece até que ficou o feliz, que antes não era. Ele mesmo diz que foi um homem de sorte, porque Deus quis ter pena dele, transformar para lá o rumo de sua alma. Isso eu ouvi, e me deu raiva. Razão das crianças. Se sendo castigo, que culpa das hajas do Aleixo aqueles meninozinhos tinham?! Compadre meu Quelemém reprovou minhas incertezas. Que, por certo, noutra vida revirada, os meninos também tinham sido os mais malvados, da massa e peça do pai, demônios do mesmo caldeirão de lugar. Senhor o que acha? E o velhinho assassinado? – eu sei que o senhor vai discutir. Pois, também. Em ordem que ele tinha um pecado de crime, no corpo, por pagar. Se a gente – conforme compadre meu Quelemém é quem diz – se a gente torna a encarnar renovado, eu cismo até que inimigo de morte pode vir como filho do inimigo. Mire veja: se me digo, tem um sujeito Pedro Pindó, vizinho daqui mais seis léguas, homem de bem por tudo em tudo, ele e a mulher dele, sempre sidos bons, de bem. Eles têm um filho duns dez anos, chamado Valtei – nome moderno, é o que o povo daqui agora apreceia, o senhor sabe. Pois essezinho, essezim, desde que algum entendimento alumiou nele, feito mostrou o que é: pedido madrasto, azedo queimador, gostoso de ruim de dentro do fundo das espécies de sua natureza. Em qual que judia, ao devagar, de todo bicho ou criaçãozinha pequena que pega; uma vez, encontrou uma crioula bentabêbada dormindo, arranjou um caco de garrafa, lanhou em três pontos a popa da perna dela. O que esse menino babeja vendo, é sangrarem galinha ou esfaquear porco. – “Eu gosto de matar...” – uma ocasião ele pequenino me disse. Abriu em mim um susto; porque: passarinho que se debruça – o vôo já está pronto! Pois, o senhor vigie: o pai, Pedro Pindó, modo de corrigir isso, e a mãe, dão nele, de miséria e mastro – botam o menino sem comer, amarram em árvores no terreiro, ele nu nuelo, mesmo em junho frio, lavram o corpinho dele na peia e na taca, depois limpam a pele do sangue, com cuia de salmoura. A gente sabe, espia, fica gasturado. O menino já rebaixou de magreza, os olhos entrando, carinha de ossos, encaveirada, e entisicou, o tempo todo tosse, tossura da que puxa secos peitos. Arre, que agora, visível, o Pindó e a mulher se habituaram de nele bater, de pouquinho em pouquim foram criando nisso um prazer feio de diversão – como regulam as sovas em horas certas confortáveis, até chamam gente para ver o exemplo bom. Acho que esse menino não dura, já está no blimbilim, não chega para a quaresma que vem... Uê-uê, então?!Não sendo como compadre meu Quelemém quer, que explicação é que o senhor dava? Aquele menino tinha sido homem. Devia, em balanço, terríveis perversidades. Alma dele estava no breu. Mostrava. E, agora, pagava. Ah, mas, acontece, quando está chorando e penando, ele sofre igual que se fosse um menino bonzinho... Ave, vi de tudo, neste mundo! lá vi até cavalo com soluço... – o que é a coisa mais custosa que há. Bem, mas o senhor dirá, deve de: e no começo – para pecados e artes, as pessoas – como por que foi que tanto emendado se começou? Ei, ei, aí todos esbarram. Compadre meu Quelemém, também. Sou só um sertanejo, nessas altas idéias navego mal. Sou muito pobre coitado. Inveja minha pura é de uns conforme o senhor, com toda leitura e suma doutoração. Não é que eu esteja analfabeto. Soletrei, anos e meio, meante cartilha, memória e palmatória. Tive mestre, Mestre Lucas, no Curralinho, decorei gramática, as operações, regra-de-três, até geografia e estudo pátrio. Em folhas grandes de papel, com capricho tracei bonitos mapas. Ah, não é por falar: mas, desde o começo, me achavam sofismado de ladino. E que eu merecia de ir para cursar latim, em Aula Régia – que também diziam. Tempo saudoso! Inda hoje, apreceio um bom livro, despaçado. Na fazenda O Limãozinho, de um meu amigo Vito Soziano, se assina desse almanaque grosso, de logogrifos e charadas e outras divididas matérias, todo ano vem. Em tanto, ponho primazia é na leitura proveitosa, vida de santo, virtudes e exemplos – missionário esperto engambelando os índios, ou São Francisco de Assis, Santo Antônio, São Geraldo... Eu gosto muito de moral. Raciocinar, exortar os outros para o bom caminho, aconselhar a justo. Minha mulher, que o senhor sabe, zela por mim: muito reza. Ela é uma abençoável. Compadre meu Quelemém sempre diz que eu posso aquietar meu temer de consciência, que sendo bem-assistido, terríveis bons-espíritos me protegem. Ipe! Com gosto... Como é de são efeito, ajudo com meu querer acreditar. Mas nem sempre posso. O senhor saiba: eu toda a minha vida pensei por mim, forro, sou nascido diferente. Eu sou é eu mesmo. Diverjo de todo o mundo... Eu quase que nada não sei. Mas desconfio de muita coisa. O senhor concedendo, eu digo: para pensar longe, sou cão mestre – o senhor solte em minha frente uma idéia ligeira, e eu rastreio essa por fundo de todos os matos, amém! Olhe: o que devia de haver, era de se reunirem-se os sábios, políticos, constituições gradas, fecharem o definitivo a noção – proclamar por uma vez, artes assembléias, que não tem diabo nenhum, não existe, não pode. Valor de lei! Só assim, davam tranqüilidade boa à gente. Por que o Governo não cuida?! Ah, eu sei que não é possível. Não me assente o senhor por beócio. Uma coisa é pôr idéias arranjadas, outra é lidar com país de pessoas, de carne e sangue, de mil-e-tantas misérias... Tanta gente – dá susto de saber – e nenhum se sossega: todos nascendo, crescendo, se casando, querendo colocação de emprego, comida, saúde, riqueza, ser importante, querendo chuva e negócios bons... De sorte que carece de se escolher: ou a gente se tece de viver no safado comum, ou cuida só de religião só. Eu podia ser: padre sacerdote, se não chefe de jagunços; para outras coisas não fui parido. Mas minha velhice já principiou, errei de toda conta. E o reumatismo... Lá como quem diz: nas escorvas. Ahã. Hem? Hem? O que mais penso, testo e explico: todo-omundo é louco. O senhor, eu, nós, as pessoas todas. Por isso é que se carece principalmente de religião: para se desendoidecer, desdoidar. Reza é que sara da loucura. No geral. Isso é que é a salvaçãoda- alma... Muita religião, seu moço! Eu cá, não perco ocasião de religião. Aproveito de todas. Bebo água de todo rio... Uma só, para mim é pouca, talvez não me chegue. Rezo cristão, católico, embrenho a certo; e aceito as preces de compadre meu Quelemém, doutrina dele, de Cardéque. Mas, quando posso, vou no Mindubim, onde um Matias é crente, metodista: a gente se acusa de pecador, lê alto a Bíblia, e ora, cantando hinos belos deles. Tudo me quieta, me suspende. Qualquer sombrinha me refresca. Mas é só muito provisório. Eu queria rezar – o tempo todo. Muita gente não me aprova, acham que lei de Deus é privilégios, invariável. E eu! Bofe! Detesto! O que sou? – o que faço, que quero, muito curial. E em cara de todos faço, executado. Eu não tresmalho! Olhe: tem uma preta, Maria Leôncia, longe daqui não mora, as rezas dela afamam muita virtude de poder. Pois a ela pago, todo mês – encomenda de rezar por mim um terço, todo santo dia, e, nos domingos, um rosário. Vale, se vale. Minha mulher não vê mal nisso. E estou, já mandei recado para uma outra, do Vau-Vau, uma Izina Calanga, para vir aqui, ouvi de que reza também com grandes meremerências, vou efetuar com ela trato igual. Quero punhado dessas, me defendendo em Deus, reunidas de mim em volta... Chagas de Cristo! Viver é muito perigoso... Querer o bem com demais força, de incerto jeito, pode já estar sendo se querendo o mal, por principiar. Esses homens! Todos puxavam o mundo para si, para o concertar consertado. Mas cada um só vê e entende as coisas dum seu modo. Montante, o mais supro, mais sério – foi Medeiro Vaz. Que um homem antigo... Seu Joãozinho Bem-Bem, o mais bravo de todos, ninguém nunca pôde decifrar como ele por dentro consistia. Joca Ramiro – grande homem príncipe! – era político. Zé- Bebelo quis ser político. (shrink)

ABSTRACT I argue that this examination and appreciation for the shift to abductive reasoning should be extended to the intersection of neuroscience and novel brain-computer interfaces too. This paper highlights the implications of applying abductive reasoning to personalized implantable neurotechnologies. Then, it explores whether abductive reasoning is sufficient to justify insurance coverage for devices absent widespread clinical trials, which are better applied to one-size-fits-all treatments. INTRODUCTION In contrast to the classic model of randomized-control trials, often with a large number of (...) subjects enrolled, precision medicine attempts to optimize therapeutic outcomes by focusing on the individual.[i] A recent publication highlights the strengths and weakness of both traditional evidence-based medicine and precision medicine.[ii] Plus, it outlines a tension in the shift from evidence-based medicine’s inductive reasoning style (the collection of data to postulate general theories) to precision medicine’s abductive reasoning style (the generation of an idea from the limited data available).[iii] The paper’s main example is the application of precision medicine for the treatment of cancer.[iv] I argue that this examination and appreciation for the shift to abductive reasoning should be extended to the intersection of neuroscience and novel brain-computer interfaces too. As the name suggests, brain-computer interfaces are a significant advancement in neurotechnology that directly connects someone’s brain to external or implanted devices.[v] Among the various kinds of brain-computer interfaces, adaptive deep brain stimulation devices require numerous personalized adjustments to their settings during the implantation and computation stages in order to provide adequate relief to patients with treatment-resistant disorders. What makes these devices unique is how adaptive deep brain stimulation integrates a sensory component to initiate the stimulation. While not commonly at the level of sophistication as self-supervising or generative large language models,[vi] they currently allow for a semi-autonomous form of neuromodulation. This paper highlights the implications of applying abductive reasoning to personalized implantable neurotechnologies. Then, it explores whether abductive reasoning is sufficient to justify insurance coverage for devices absent widespread clinical trials, which are better applied to one-size-fits-all treatments.[vii] ANALYSIS I. The State of Precision Medicine in Oncology and the Epistemological Shift While a thorough overview of precision medicine for the treatment of cancer is beyond the scope of this article, its practice can be roughly summarized as identifying clinically significant characteristics a patient possesses (e.g., genetic traits) to land on a specialized treatment option that, theoretically, should benefit the patient the most.[viii] However, in such a practice of stratification patients fall into smaller and smaller populations and the quality of evidence that can be applied to anyone outside these decreases in turn.[ix] As inductive logic helps to articulate, the greater the number of patients that respond to a particular therapy the higher the probability of its efficacy. By straying from this logical framework, precision medicine opens the treatment of cancer to more uncertainty about the validity of these approaches to the resulting disease subcategories.[x] Thus, while contemporary medical practices explicitly describe some treatments as “personalized”, they ought not be viewed as inherently better founded than other therapies.[xi] A relevant contemporary case of precision medicine out of Norway focuses on the care of a patient with cancer between the ventricles of the heart and esophagus, which had failed to respond to the standard regimen of therapies over four years.[xii] In a last-ditch effort, the patient elected to pay out-of-pocket for an experimental immunotherapy (nivolumab) at a private hospital. He experienced marked improvements and a reduction in the size of the tumor. Understandably, the patient tried to pursue further rounds of nivolumab at a public hospital. However, the hospital initially declined to pay for it given the “lack of evidence from randomised clinical trials for this drug relating to this [patient’s] condition.”[xiii] In rebuttal to this claim, the patient countered that he was actually similar to a subpopulation of patients who responded in “open‐label, single arm, phase 2 studies on another immune therapy drug” (pembrolizumab).[xiv] Given this interpretation of the prior studies and the patient’s response, further rounds of nivolumab were approved. Had the patient not had improvements in the tumor’s size following a round of nivolumab, then pembrolizumab’s prior empirical evidence in isolation would have been insufficient, inductively speaking, to justify his continued use of nivolumab.[xv] The case demonstrates a shift in reasoning from the traditional induction to abduction. The phenomenon of ‘cancer improvement’ is considered causally linked to nivolumab and its underlying physiological mechanisms.[xvi] However, “the weakness of abductions is that there may always be some other better, unknown explanation for an effect. The patient may for example belong to a special subgroup that spontaneously improves, or the change may be a placebo effect. This does not mean, however, that abductive inferences cannot be strong or reasonable, in the sense that they can make a conclusion probable.”[xvii] To demonstrate the limitations of relying on the abductive standard in isolation, commentators have pointed out that side effects in precision medicine are hard to rule out as being related to the initial intervention itself unless trends from a group of patients are taken into consideration.[xviii] As artificial intelligence (AI) assists the development of precision medicine for oncology, this uncertainty ought to be taken into consideration. The implementation of AI has been crucial to the development of precision medicine by providing a way to combine large patient datasets or a single patient with a large number of unique variables with machine learning to recommend matches based on statistics and probability of success upon which practitioners can base medical recommendations.[xix] The AI is usually not establishing a causal relationship[xx] – it is predicting. So, as AI bleeds into medical devices, like brain-computer interfaces, the same cautions about using abductive reasoning alone should be carried over. II. Responsive Neurostimulation, AI, and Personalized Medicine Like precision medicine in cancer treatment, computer-brain interface technology similarly focuses on the individual patient through personalized settings. In order to properly expose the intersection of AI, precision medicine, abductive reasoning, and implantable neurotechnologies, the descriptions of adaptive deep brain stimulation systems need to deepen.[xxi] As a broad summary of adaptive deep brain stimulation, to provide a patient with the therapeutic stimulation, a neural signal, typically referred to as a local field potential,[xxii] must first be detected and then interpreted by the device. The main adaptive deep brain stimulation device with premarket approval, the NeuroPace Responsive Neurostimulation system, is used to treat epilepsy by detecting and storing “programmer-defined phenomena.”[xxiii] Providers can optimize the detection settings of the device to align with the patient’s unique electrographic seizures as well as personalize the reacting stimulation’s parameters.[xxiv] The provider adjusts the technology based on trial and error. One day machine learning algorithms will be able to regularly aid this process in myriad ways, such as by identifying the specific stimulation settings a patient may respond to ahead of time based on their electrophysiological signatures.[xxv] Either way, with AI or programmers, adaptive neurostimulation technologies are individualized and therefore operate in line with precision medicine rather than standard treatments based on large clinical trials. Contemporary neurostimulation devices are not usually sophisticated enough to be prominent in AI discussions where the topics of neural networks, deep learning, generative models, and self-attention dominate the conversation. However, implantable high-density electrocorticography arrays (a much more sensitive version than adaptive deep brain stimulation systems use) have been used in combination with neural networks to help patients with neurologic deficits from a prior stroke “speak” through a virtual avatar.[xxvi] In some experimental situations, algorithms are optimizing stimulation parameters with increasing levels of independence.[xxvii] An example of neurostimulation that is analogous to the use of nivolumab in Norway surrounds a patient in the United States who was experiencing both treatment-resistant OCD and temporal lobe epilepsy.[xxviii]Given the refractory nature of her epilepsy, implantation of an adaptive deep brain stimulation system was indicated. As a form of experimental therapy, her treatment-resistant OCD was also indicated for the off-label use of an adaptive deep brain stimulation set-up. Another deep brain stimulation lead, other than the one implanted for epilepsy, was placed in the patient’s right nucleus accumbens and ventral pallidum region given the correlation these nuclei had with OCD symptoms in prior research. Following this, the patient underwent “1) ambulatory, patient-initiated magnet-swipe storage of data during moments of obsessive thoughts; (2) lab-based, naturalistic provocation of OCD-related distress (naturalistic provocation task); and (3) lab-based, VR [virtual reality] provocation of OCD-related distress (VR provocation task).”[xxix] Such signals were used to identify when to deliver the therapeutic stimulation in order to counter the OCD symptoms. Thankfully, following the procedure and calibration the patient exhibited marked improvements in their OCD symptoms and recently shared her results publicly.[xxx] In both cases, there is a similar level of abductive justification for the efficacy of the delivered therapy. In the case study in which the patient was treated with adaptive deep brain stimulation, they at least had their neural activity tested in various settings to determine the optimum parameters for treatment to avoid them being based on guesswork. Additionally, the adaptive deep brain stimulation lead was already placed before the calibration trials were conducted, meaning that the patient had already taken on the bulk of the procedural risk before the efficacy could be determined. Such an efficacy test could have been replicated in the first patient’s cancer treatment, had it been biopsied and tested against the remaining immunotherapies in vitro. Yet, in the case of cancer with few options, one previous dose of a drug that appeared to work on the patient may justify further doses. However, as the Norwegian case presents, corroboration with known responses to a similar drug (from a clinical trial) could be helpful to validate the treatment strategy. (It should be noted that both patients were resigned to these last resort options regardless of the efficacy of treatment.) There are some elements of inductive logic seen with adaptive deep brain stimulation research in general. For example, abductively the focus could be that patient X’s stimulation parameters are different from patient Y’s and patient Z’s. In contrast, when grouped as subjects who obtained personalized stimulation, patients X, Y, and Z demonstrate an inductive aspect to this approach’s safety and/or efficacy. The OCD case holds plenty of abductive characteristics in line with precision medicine’s approach to treating cancer and as more individuals try the method, there will be additional data. With the gradual integration of AI into brain-computer interfaces in the name of efficacy, this reliance on abduction will continue, if not grow, over time. Moving forward, if a responsive deep brain stimulation treatment is novel and individualized (like the dose of nivolumab) and there is some other suggestion of efficacy (like clinical similarities to other patients in the literature), then it may justify insurance coverage for the investigative intervention, absent other unrelated reasons to deny it. III. Ethical Implications and Next Steps While AI’s use in oncology and neurology is not yet as prominent as its use in other fields (e.g., radiology), it appears to be on the horizon for both.[xxxi] AI can be found in both the functioning of the neurotechnologies as well as the implementation of precision medicine. The increasing use of AI may serve to further individualize both oncologic and neurological therapies. Given these implications and the handful of publications cited in this article, it is important to have a nuanced evaluation of how these treatments, which heavily rely on abductive justification, ought to be managed. The just use an abductive approach may be difficult as AI infused precision medicine is further pursued. At baseline, such technology relies on a level of advanced technology literacy among the general public and could exclude populations who lack access to basic technological infrastructure or know-how from participation.[xxxii] Even among nations with adequate infrastructure, as more patients seek out implantable neurotechnologies, which require robust healthcare resources, the market will favor patient populations that can afford this complex care.[xxxiii] If patients already have the means to pay for an initial dose/use of a precision medicine product out of pocket, should insurance providers be required to cover subsequent treatments?[xxxiv] That is, if a first dose of a cancer drug or a deep brain stimulator over its initial battery life is successful, patients may feel justified in having the costs of further treatments covered. The Norwegian patient’s experience implies there is a precedent for the idea that some public insurance companies ought to cover successful cancer therapies, however, insurance companies may not all see themselves as obligated to cover neurotechnologies that rely on personalized settings or that are based on precision/abductive research more than on clinical trials. CONCLUSION The fact that the cases outlined above rely on abductive style of reasoning implies that there may not be as strong a justification for coverage by insurance, as they are both experimental and individualized, when compared to the more traditional large clinical trials in which groups have the same or a standardized protocol (settings/doses). If a study is examining the efficacy of a treatment with a large cohort of patients or with different experimental groups/phases, insurance companies may conclude that the resulting symptom improvements are more likely to be coming from the devices themselves. A preference for inductive justification may take priority when ruling in favor of funding someone’s continued use of an implantable neurostimulator. There are further nuances to this discussion surrounding the classifications of these interventions as research versus clinical care that warrant future exploration, since such a distinction is more of a scale[xxxv] than binary and could have significant impacts on the “right-to-try” approach to experimental therapies in the United States.[xxxvi] Namely, given the inherent limitations of conducting large cohort trials for deep brain stimulation interventions on patients with neuropsychiatric disorders, surgically innovative frameworks that blend abductive and inductive methodologies, like with sham stimulation phases, have traditionally been used.[xxxvii] Similarly, for adaptive brain-computer interface systems, if there are no large clinical trials and instead only publications that demonstrate that something similar worked for someone else, then, in addition to the evidence that the first treatment/dose worked for the patient in question, the balance of reasoning would be valid and arguably justify insurance coverage. As precision approaches to neurotechnology become more common, frameworks for evaluating efficacy will be crucial both for insurance coverage and for clinical decision making. ACKNOWLEDGEMENT This article was originally written as an assignment for Dr. Francis Shen’s “Bioethics & AI” course at Harvard’s Center for Bioethics. I would like to thank Dr. Shen for his comments as well as my colleagues in the Lázaro-Muñoz Lab for their feedback. - [i] Jonathan Kimmelman and Ian Tannock, “The Paradox of Precision Medicine,” Nature Reviews. Clinical Oncology 15, no. 6 (June 2018): 341–42, https://doi.org/10.1038/s41571-018-0016-0. [ii] Henrik Vogt and Bjørn Hofmann, “How Precision Medicine Changes Medical Epistemology: A Formative Case from Norway,” Journal of Evaluation in Clinical Practice 28, no. 6 (December 2022): 1205–12, https://doi.org/10.1111/jep.13649. [iii] David Barrett and Ahtisham Younas, “Induction, Deduction and Abduction,” Evidence-Based Nursing 27, no. 1 (January 1, 2024): 6–7, https://doi.org/10.1136/ebnurs-2023-103873. [iv] Vogt and Hofmann, “How Precision Medicine Changes Medical Epistemology,” 1208. [v] Wireko Andrew Awuah et al., “Bridging Minds and Machines: The Recent Advances of Brain-Computer Interfaces in Neurological and Neurosurgical Applications,” World Neurosurgery, May 22, 2024, S1878-8750(24)00867-2, https://doi.org/10.1016/j.wneu.2024.05.104. [vi] Mark Riedl, “A Very Gentle Introduction to Large Language Models without the Hype,” Medium (blog), May 25, 2023, https://mark-riedl.medium.com/a-very-gentle-introduction-to-large-language-models-without-the-hype-5 f67941fa59e. [vii] David E. Burdette and Barbara E. Swartz, “Chapter 4 - Responsive Neurostimulation,” in Neurostimulation for Epilepsy, ed. Vikram R. Rao (Academic Press, 2023), 97–132, https://doi.org/10.1016/B978-0-323-91702-5.00002-5. [viii] Kimmelman and Tannock, 2018. [ix] Kimmelman and Tannock, 2018. [x] Simon Lohse, “Mapping Uncertainty in Precision Medicine: A Systematic Scoping Review,” Journal of Evaluation in Clinical Practice 29, no. 3 (April 2023): 554–64, https://doi.org/10.1111/jep.13789. [xi] Kimmelman and Tannock, “The Paradox of Precision Medicine.” [xii] Vogt and Hofmann, 1206. [xiii] Vogt and Hofmann, 1206. [xiv] Vogt and Hofmann, 1206. [xv] Vogt and Hofmann, 1207. [xvi] Vogt and Hofmann, 1207. [xvii] Vogt and Hofmann, 1207. [xviii] Vogt and Hofmann, 1210. [xix] Mehar Sahu et al., “Chapter Three - Artificial Intelligence and Machine Learning in Precision Medicine: A Paradigm Shift in Big Data Analysis,” in Progress in Molecular Biology and Translational Science, ed. David B. Teplow, vol. 190, 1 vols., Precision Medicine (Academic Press, 2022), 57–100, https://doi.org/10.1016/bs.pmbts.2022.03.002. [xx] Stefan Feuerriegel et al., “Causal Machine Learning for Predicting Treatment Outcomes,” Nature Medicine 30, no. 4 (April 2024): 958–68, https://doi.org/10.1038/s41591-024-02902-1. [xxi] Sunderland Baker et al., “Ethical Considerations in Closed Loop Deep Brain Stimulation,” Deep Brain Stimulation 3 (October 1, 2023): 8–15, https://doi.org/10.1016/j.jdbs.2023.11.001. [xxii] David Haslacher et al., “AI for Brain-Computer Interfaces,” 2024, 7, https://doi.org/10.1016/bs.dnb.2024.02.003. [xxiii] Burdette and Swartz, “Chapter 4 - Responsive Neurostimulation,” 103–4; “Premarket Approval (PMA),” https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpma/pma.cfm?id=P100026. [xxiv] Burdette and Swartz, “Chapter 4 - Responsive Neurostimulation,” 104. [xxv] Burdette and Swartz, 126. [xxvi] Sean L. Metzger et al., “A High-Performance Neuroprosthesis for Speech Decoding and Avatar Control,” Nature 620, no. 7976 (August 2023): 1037–46, https://doi.org/10.1038/s41586-023-06443-4. [xxvii] Hao Fang and Yuxiao Yang, “Predictive Neuromodulation of Cingulo-Frontal Neural Dynamics in Major Depressive Disorder Using a Brain-Computer Interface System: A Simulation Study,” Frontiers in Computational Neuroscience 17 (March 6, 2023), https://doi.org/10.3389/fncom.2023.1119685; Mahsa Malekmohammadi et al., “Kinematic Adaptive Deep Brain Stimulation for Resting Tremor in Parkinson’s Disease,” Movement Disorders 31, no. 3 (2016): 426–28, https://doi.org/10.1002/mds.26482. [xxviii] Young-Hoon Nho et al., “Responsive Deep Brain Stimulation Guided by Ventral Striatal Electrophysiology of Obsession Durably Ameliorates Compulsion,” Neuron 0, no. 0 (October 20, 2023), https://doi.org/10.1016/j.neuron.2023.09.034. [xxix] Nho et al. [xxx] Nho et al.; Erik Robinson, “Brain Implant at OHSU Successfully Controls Both Seizures and OCD,” OHSU News, accessed March 3, 2024, https://news.ohsu.edu/2023/10/25/brain-implant-at-ohsu-successfully-controls-both-seizures-and-ocd. [xxxi] Awuah et al., “Bridging Minds and Machines”; Haslacher et al., “AI for Brain-Computer Interfaces.” [xxxii] Awuah et al., “Bridging Minds and Machines.” [xxxiii] Sara Green, Barbara Prainsack, and Maya Sabatello, “The Roots of (in)Equity in Precision Medicine: Gaps in the Discourse,” Personalized Medicine 21, no. 1 (January 2024): 5–9, https://doi.org/10.2217/pme-2023-0097. [xxxiv] Green, Prainsack, and Sabatello, 7. [xxxv] Robyn Bluhm and Kirstin Borgerson, “An Epistemic Argument for Research-Practice Integration in Medicine,” The Journal of Medicine and Philosophy: A Forum for Bioethics and Philosophy of Medicine 43, no. 4 (July 9, 2018): 469–84, https://doi.org/10.1093/jmp/jhy009. [xxxvi] Vijay Mahant, “‘Right-to-Try’ Experimental Drugs: An Overview,” Journal of Translational Medicine 18 (June 23, 2020): 253, https://doi.org/10.1186/s12967-020-02427-4. [xxxvii] Michael S. Okun et al., “Deep Brain Stimulation in the Internal Capsule and Nucleus Accumbens Region: Responses Observed during Active and Sham Programming,” Journal of Neurology, Neurosurgery & Psychiatry 78, no. 3 (March 1, 2007): 310–14, https://doi.org/10.1136/jnnp.2006.095315. (shrink)

In this article, we analyse the role that artificial intelligence (AI) could play, and is playing, to combat global climate change. We identify two crucial opportunities that AI offers in this domain: it can help improve and expand current understanding of climate change, and it can contribute to combatting the climate crisis effectively. However, the development of AI also raises two sets of problems when considering climate change: the possible exacerbation of social and ethical challenges already associated with AI, and (...) the contribution to climate change of the greenhouse gases emitted by training data and computation-intensive AI systems. We assess the carbon footprint of AI research, and the factors that influence AI’s greenhouse gas (GHG) emissions in this domain. We find that the carbon footprint of AI research may be significant and highlight the need for more evidence concerning the trade-off between the GHG emissions generated by AI research and the energy and resource efficiency gains that AI can offer. In light of our analysis, we argue that leveraging the opportunities offered by AI for global climate change whilst limiting its risks is a gambit which requires responsive, evidence-based, and effective governance to become a winning strategy. We conclude by identifying the European Union as being especially well-placed to play a leading role in this policy response and provide 13 recommendations that are designed to identify and harness the opportunities of AI for combatting climate change, while reducing its impact on the environment. (shrink)

In the past few years, scholars have been questioning whether the current approach in data ethics based on the higher level case studies and general principles is effective. In particular, some have been complaining that such an approach to ethics is difficult to be applied and to be taught in the context of data science. In response to these concerns, there have been discussions about how ethics should be “embedded” in the practice of data science, in the sense of (...) showing how ethical issues emerge in small technical choices made by data scientists in their day-to-day activities, and how such an approach can be used to teach data ethics. However, a precise description of how such proposals have to be theoretically conceived and could be operationalized has been lacking. In this article, we propose a full-fledged characterization of ‘embedding’ ethics, and how this can be applied especially to the problem of teaching data science ethics. Using the emerging model of ‘microethics’, we propose a way of teaching daily responsibility in digital activities that is connected to the higher level ethical challenges discussed in digital/data ethics. We ground this microethical approach into a virtue theory framework, by stressing that the goal of a microethics is to foster the cultivation of moral virtues. After delineating this approach of embedding ethics in theoretical detail, this article discusses a concrete example of how such a ‘micro-virtue ethics’ approach could be practically taught to data science students. (shrink)

In this article, I summarise the ontological theory of informational privacy (an approach based on information ethics) and then discuss four types of interesting challenges confronting any theory of informational privacy: (1) parochial ontologies and non-Western approaches to informational privacy; (2) individualism and the anthropology of informational privacy; (3) the scope and limits of informational privacy; and (4) public, passive and active informational privacy. I argue that the ontological theory of informational privacy can cope with such challenges fairly successfully. In (...) the conclusion, I discuss some of the work that lies ahead. (shrink)

Making good decisions in extremely complex and difficult processes and situations has always been both a key task as well as a challenge in the clinic and has led to a large amount of clinical, legal and ethical routines, protocols and reflections in order to guarantee fair, participatory and up-to-date pathways for clinical decision-making. Nevertheless, the complexity of processes and physical phenomena, time as well as economic constraints and not least further endeavours as well as achievements in medicine (...) and healthcare continuously raise the need to evaluate and to improve clinical decision-making. This article scrutinises if and how clinical decision-making processes are challenged by the rise of so-called artificial intelligence-driven decision support systems (AI-DSS). In a first step, this article analyses how the rise of AI-DSS will affect and transform the modes of interaction between different agents in the clinic. In a second step, we point out how these changing modes of interaction also imply shifts in the conditions of trustworthiness, epistemic challenges regarding transparency, the underlying normative concepts of agency and its embedding into concrete contexts of deployment and, finally, the consequences for (possible) ascriptions of responsibility. Third, we draw first conclusions for further steps regarding a ‘meaningful human control’ of clinical AI-DSS. (shrink)

Internet of thing building sensors can capture several types of building operations, performances, and conditions and send them to a central dashboard to analyze data to support decision-making. Traditionally, laptops and cell phones are the majority of Internet-connected devices. IoT tracking allows customers to close the distance between devices and enterprises by collecting and analyzing various IoT data through connected devices, customers, and applications on the network. There is a lack of requirements for IoT edge applications security and approval. There (...) are no best practices regarding operations focused on IoT incidents. IoT elements are not covered by audit and logging requirements. In this article, a big data analytics-based customer operation system analyzes the operation. With the exponential rise in data usage, the explosive development in the IoT devices reflects the ideal overlap of big data growth with IoT. Big data analytics continuously evolving network raises trivial questions about the performance, distribution of data, analysis, and protection of data collection. IoT modifies almost all the construction industry characteristics. Human-centered artificial intelligence is described as systems that always improve because of human input while also delivering an effective experience between the human and the robotic. The IoT is the key factor that ensures greater building performance. It was the first evolution of technology in a long time to turn genuine inventions into an industry that depended heavily on paper and manual processes. The benefits of the IoT in construction are now quite obviously much heavier than those of current manual processes. As a result, more construction companies explore and incorporate IoT strategies to address their productivity challenges, increasing efficiencies and profits. The simulation analysis shows that the proposed BDA-CO model enhances the trust score of 98.5%, accuracy detection ratio of 93.4%, probability ratio of 97.6%, and security ratio of 98.7% and reduces the false negative ratio of 21.3%, response time of 10.5%, delay rate of 19.9%, and packet loss ratio of 15.4% when compared to other existing techniques. (shrink)

Between 2006 and 2011, humanity accumulated 1,600 EB of data. As a result of this growth, there is now more data produced than available storage. This article explores the problem of “Big Data,” arguing for an epistemological approach as a possible solution to this ever-increasing challenge.

This chapter provides an overview of six topics related to governance, ethical, legal, and social implications of artificial intelligence (AI) for sustainable development goals (SDGs) initiatives. We identified six common challenges and related opportunities to mitigate such challenges, as referred to by the authors analysing the chapters provided in the book The Ethics of Artificial Intelligence for the Sustainable Development Goals. They are (1) governance and collaboration, (2) private investments and the role of big tech companies, (3) AI and communities, (...) (4) AI and individuals, (5) jobs and skills, and (6) impact assessment. (shrink)

One of the open problems in the philosophy of information is whether there is an information logic (IL), different from epistemic (EL) and doxastic logic (DL), which formalises the relation “a is informed that p” (Iap) satisfactorily. In this paper, the problem is solved by arguing that the axiom schemata of the normal modal logic (NML) KTB (also known as B or Br or Brouwer’s system) are well suited to formalise the relation of “being informed”. After having shown that IL (...) can be constructed as an informational reading of KTB, four consequences of a KTB-based IL are explored: information overload; the veridicality thesis (Iap → p); the relation between IL and EL; and the Kp → Bp principle or entailment property, according to which knowledge implies belief. Although these issues are discussed later in the article, they are the motivations behind the development of IL. (shrink)

An increasing number of financial services (FS) companies are adopting solutions driven by artificial intelligence (AI) to gain operational efficiencies, derive strategic insights, and improve customer engagement. However, the rate of adoption has been low, in part due to the apprehension around its complexity and self-learning capability, which makes auditability a challenge in a highly regulated industry. There is limited literature on how FS companies can implement the governance and controls specific to AI-driven solutions. AI auditing cannot be performed (...) in a vacuum; the risks are not confined to the algorithm itself, but rather permeates the entire organization. Using the risk of unfairness as an example, this paper will introduce the overarching governance strategy and control framework to address the practical challenges in mitigating risks AI introduces. With regulatory implications and industry use cases, this framework will enable leaders to innovate with confidence. (shrink)

Recent technological advancements have deeply transformed society and the way people interact with each other. Instantaneous communication platforms have allowed connections with other people, forming global communities, and creating unprecedented opportunities in many sectors, making access to online resources more ubiquitous by reducing limitations imposed by geographical distance and temporal constrains. These technological developments bear ethically relevant consequences with their deployment, and legislations often lag behind such advancements. Because the appearance and deployment of these technologies happen much faster than legislative (...) procedures, the way these technologies affect social interactions have profound ethical effects before any legislative regulation can be built, in order to prevent and mitigate those effects. Ethics in Online AI-Based Systems: Risks and Opportunities in Current Technological Trends features a series of reflections from experts in different fields on potential ethically relevant outcomes that upcoming technological advances could bring about in our society. Creating a space to explore the ethical relevance that technologies currently still under development could have constitutes an opportunity to better understand how these technologies could or should not be used in the future in order to maximize their ethically beneficial outcomes, while avoiding potential detrimental effects. Stimulating reflection and considerations with respect to the design, deployment and use of technology will help guide current and future technological advancements from an ethically informed position in order to ensure that, tomorrow, such advancements could contribute towards solving current global and social challenges that we, as a society, have today. This will not only be useful for researchers and professional engineers, but also for educators, policy makers, and ethicists. (shrink)

This theme issue has the founding ambition of landscaping Data Ethics as a new branch of ethics that studies and evaluates moral problems related to data (including generation, recording, curation, processing, dissemination, sharing, and use), algorithms (including AI, artificial agents, machine learning, and robots), and corresponding practices (including responsible innovation, programming, hacking, and professional codes), in order to formulate and support morally good solutions (e.g. right conducts or right values). Data Ethics builds on the foundation provided by Computer and Information (...) Ethics but, at the same time, it refines the approach endorsed so far in this research field, by shifting the Level of Abstraction of ethical enquiries, from being information-centric to being data-centric. This shift brings into focus the different moral dimensions of all kinds of data, even the data that never translate directly into information but can be used to support actions or generate behaviours, for example. It highlights the need for ethical analyses to concentrate on the content and nature of computational operations — the interactions among hardware, software, and data — rather than on the variety of digital technologies that enables them. And it emphasises the complexity of the ethical challenges posed by Data Science. Because of such complexity, Data Ethics should be developed from the start as a macroethics, that is, as an overall framework that avoids narrow, ad hoc approaches and addresses the ethical impact and implications of Data Science and its applications within a consistent, holistic, and inclusive framework. Only as a macroethics Data Ethics will provide the solutions that can maximise the value of Data Science for our societies, for all of us, and for our environments. (shrink)

This is the revised version of an invited keynote lecture delivered at the "1st Australian Computing and Philosophy Conference". The paper is divided into two parts. The first part defends an informational approach to structural realism. It does so in three steps. First, it is shown that, within the debate about structural realism, epistemic and ontic structural realism are reconcilable. It follows that a version of OSR is defensible from a structuralist-friendly position. Second, it is argued that a version of (...) OSR is also plausible, because not all relata are logically prior to relations. Third, it is shown that a version of OSR is also applicable to both sub-observable and observable entities, by developing its ontology of structural objects in terms of informational objects. The outcome is informational structural realism, a version of OSR supporting the ontological commitment to a view of the world as the totality of informational objects dynamically interacting with each other. The paper has been discussed by several colleagues and, in the second half, ten objections that have been moved to the proposal are answered in order to clarify it further. (shrink)

International regulation of autonomous weapon systems (AWS) is increasingly conceived as an exercise in risk management. This requires a shared approach for assessing the risks of AWS. This paper presents a structured approach to risk assessment and regulation for AWS, adapting a qualitative framework inspired by the Intergovernmental Panel on Climate Change (IPCC). It examines the interactions among key risk factors—determinants, drivers, and types—to evaluate the risk magnitude of AWS and establish risk tolerance thresholds through a risk matrix informed by (...) background knowledge of event likelihood and severity. Further, it proposes a methodology to assess community risk appetite, emphasizing that such assessments and resulting tolerance levels should be determined through deliberation in a multistakeholder forum. The paper highlights the complexities of applying risk-based regulations to AWS internationally, particularly the challenge of defining a global community for risk assessment and regulatory legitimization. (shrink)

Organizations increasingly rely on algorithm-based HR decision-making to monitor their employees. This trend is reinforced by the technology industry claiming that its decision-making tools are efficient and objective, downplaying their potential biases. In our manuscript, we identify an important challenge arising from the efficiency-driven logic of algorithm-based HR decision-making, namely that it may shift the delicate balance between employees’ personal integrity and compliance more in the direction of compliance. We suggest that critical data literacy, ethical awareness, the use of (...) participatory design methods, and private regulatory regimes within civil society can help overcome these challenges. Our paper contributes to literature on workplace monitoring, critical data studies, personal integrity, and literature at the intersection between HR management and corporate responsibility. (shrink)

As the range of potential uses for Artificial Intelligence, in particular machine learning, has increased, so has awareness of the associated ethical issues. This increased awareness has led to the realisation that existing legislation and regulation provides insufficient protection to individuals, groups, society, and the environment from AI harms. In response to this realisation, there has been a proliferation of principle-based ethics codes, guidelines and frameworks. However, it has become increasingly clear that a significant gap exists between the theory of (...) AI ethics principles and the practical design of AI systems. In previous work, we analysed whether it is possible to close this gap between the ‘what’ and the ‘how’ of AI ethics through the use of tools and methods designed to help AI developers, engineers, and designers translate principles into practice. We concluded that this method of closure is currently ineffective as almost all existing translational tools and methods are either too flexible or too strict. This raised the question: if, even with technical guidance, AI ethics is challenging to embed in the process of algorithmic design, is the entire pro-ethical design endeavour rendered futile? And, if no, then how can AI ethics be made useful for AI practitioners? This is the question we seek to address here by exploring why principles and technical translational tools are still needed even if they are limited, and how these limitations can be potentially overcome by providing theoretical grounding of a concept that has been termed ‘Ethics as a Service.’. (shrink)

In this article, I define and then defend the principle of information closure (pic) against a sceptical objection similar to the one discussed by Dretske in relation to the principle of epistemic closure. If I am successful, given that pic is equivalent to the axiom of distribution and that the latter is one of the conditions that discriminate between normal and non-normal modal logics, a main result of such a defence is that one potentially good reason to look for a (...) formalization of the logic of “ $S$ is informed that $p$ ” among the non-normal modal logics, which reject the axiom, is also removed. This is not to argue that the logic of “ $S$ is informed that $p$ ” should be a normal modal logic, but that it could still be insofar as the objection that it could not be, based on the sceptical objection against pic, has been removed. In other word, I shall argue that the sceptical objection against pic fails, so such an objection provides no ground to abandon the normal modal logic B (also known as KTB) as a formalization of “ $S$ is informed that $p$ ”, which remains plausible insofar as this specific obstacle is concerned. (shrink)

The ability to interact in a natural language profoundly changes devices’ interfaces and potential applications of speaking technologies. Concurrently, this phenomenon challenges our mainstream theories of knowledge, such as how to analyze linguistic outputs of devices under existing anthropocentric theoretical assumptions. In section 1, I present the topic of machines that speak, connecting between Descartes and Generative AI. In section 2, I argue that accepted testimonial theories of knowledge and justification commonly reject the possibility that a speaking technological artifact can (...) give testimony. In section 3, I identify three assumptions underlying the view that rejects conversational AIs – AI-based technologies that converse, as testifiers: conversational AIs (1) lack intentions, (2) cannot be normatively assessed, and (3) cannot constitute an object in trust relations, while humans can. In section 4, I propose the concept ‘AI-testimony’ for analyzing outputs of conversational AIs, suggesting three conditions for technologies to deliver AI-testimony: (1) content is propositional, (2) generated and delivered with no other human directly involved, (3) the output is perceived as phenomenologically similar to that of a human. I conclude that this concept overcomes the limitations of the anthropocentric concept of testimony, opening future directions of research without associating conversational AIs with human-like agency. (shrink)

Il cambiamento climatico globale pone sfide senza precedenti ai nostri mo- di di concepire la morale e la politica. Siamo abituati a vedere un problema morale in situazioni in cui un individuo chiaramente identificabile inten- zionalmente ne danneggi un altro, a sua volta chiaramente identificabile; e in cui sia gli individui coinvolti, che il danno in questione, stiano fra loro in una relazione spazio-temporale di vicinanza. Il cambiamento climatico glo- bale danneggerà senz'altro milioni di persone, ma secondo modalità com- pletamente (...) diverse da queste. Dal punto di vista politico, d'altro canto, l'in- trattabilità del fenomeno è dovuta al fatto che siamo abituati a prendere de- cisioni pubbliche in base a preferenze momentanee, piuttosto che interessi a lungo termine e valori condivisi. Per affrontare il cambiamento climatico globale abbiamo dunque bisogno di riformare sia i nostri modi di concepire la problematicità morale, che il nostro stile di deliberazione politica. Per fare questo, è necessario partire dagli individui: fornendo una visione ideale di che tipo di carattere sia più adatto per vivere in un mondo globalizzato e altamente interconnesso come il nostro.Global climate change poses unprecedented challenges to our moral and political systems. We are used to see a situation as morally problematic when a clearly identifiable individual intentionally damages another, her- self clearly identifiable; and when these individuals, as well as the damage done, are close in space and time. Global climate change will certainly da- mage millions of people, but will do so in ways quite different from that. From the political point of view, the intractability of the problem is due to our often taking public decisions based on transitory preferences, rather than long-term interests and shared values. In order to face global climate change, we thus need to reform both our ways of conceiving moral pro- blems, and our style of political deliberation. To do so, we must begin from individuals: providing an ideal of character for what is required to live in a highly interconnected, globalized world. (shrink)

Important decisions that impact humans lives, livelihoods, and the natural environment are increasingly being automated. Delegating tasks to so-called automated decision-making systems can improve efficiency and enable new solutions. However, these benefits are coupled with ethical challenges. For example, ADMS may produce discriminatory outcomes, violate individual privacy, and undermine human self-determination. New governance mechanisms are thus needed that help organisations design and deploy ADMS in ways that are ethical, while enabling society to reap the full economic and social benefits of (...) automation. In this article, we consider the feasibility and efficacy of ethics-based auditing as a governance mechanism that allows organisations to validate claims made about their ADMS. Building on previous work, we define EBA as a structured process whereby an entity’s present or past behaviour is assessed for consistency with relevant principles or norms. We then offer three contributions to the existing literature. First, we provide a theoretical explanation of how EBA can contribute to good governance by promoting procedural regularity and transparency. Second, we propose seven criteria for how to design and implement EBA procedures successfully. Third, we identify and discuss the conceptual, technical, social, economic, organisational, and institutional constraints associated with EBA. We conclude that EBA should be considered an integral component of multifaced approaches to managing the ethical risks posed by ADMS. (shrink)

Artificial intelligence (AI) systems are increasingly being used in healthcare, thanks to the high level of performance that these systems have proven to deliver. So far, clinical applications have focused on diagnosis and on prediction of outcomes. It is less clear in what way AI can or should support complex clinical decisions that crucially depend on patient preferences. In this paper, we focus on the ethical questions arising from the design, development and deployment of AI systems to support decision-making around (...) cardiopulmonary resuscitation and the determination of a patient’s Do Not Attempt to Resuscitate status (also known as code status). The COVID-19 pandemic has made us keenly aware of the difficulties physicians encounter when they have to act quickly in stressful situations without knowing what their patient would have wanted. We discuss the results of an interview study conducted with healthcare professionals in a university hospital aimed at understanding the status quo of resuscitation decision processes while exploring a potential role for AI systems in decision-making around code status. Our data suggest that (1) current practices are fraught with challenges such as insufficient knowledge regarding patient preferences, time pressure and personal bias guiding care considerations and (2) there is considerable openness among clinicians to consider the use of AI-based decision support. We suggest a model for how AI can contribute to improve decision-making around resuscitation and propose a set of ethically relevant preconditions—conceptual, methodological and procedural—that need to be considered in further development and implementation efforts. (shrink)

Agents require a constant flow, and a high level of processing, of relevant semantic information, in order to interact successfully among themselves and with the environment in which they are embedded. Standard theories of information, however, are silent on the nature of epistemic relevance. In this paper, a subjectivist interpretation of epistemic relevance is developed and defended. It is based on a counterfactual and metatheoretical analysis of the degree of relevance of some semantic information i to an informee/agent a, as (...) a function of the accuracy of i understood as an answer to a query q, given the probability that q might be asked by a. This interpretation of epistemic relevance vindicates a strongly semantic theory of information, according to which semantic information encapsulates truth. It accounts satisfactorily for several important applications and interpretations of the concept of relevant information in a variety of philosophical areas. And it interfaces successfully with current philosophical interpretations of causal and logical relevance. (shrink)

In this paper, I present an informational approach to the nature of personal identity. In “Plato and the problem of the chariot”, I use Plato’s famous metaphor of the chariot to introduce a specific problem regarding the nature of the self as an informational multiagent system: what keeps the self together as a whole and coherent unity? In “Egology and its two branches” and “Egology as synchronic individualisation”, I outline two branches of the theory of the self: one concerning the (...) individualisation of the self as an entity, the other concerning the identification of such entity. I argue that both presuppose an informational approach, defend the view that the individualisation of the self is logically prior to its identification , and suggest that such individualisation can be provided in informational terms. Hence, in “A reconciling hypothesis: the three membranes model”, I offer an informational individualisation of the self, based on a tripartite model, which can help to solve the problem of the chariot. Once this model of the self is outlined, in “ICTs as technologies of the self” I use it to show how ICTs may be interpreted as technologies of the self. In “The logic of realisation”, I introduce the concept of “realization” (Aristotle’s anagnorisis ) and support the rather Spinozian view according to which, from the perspective of informational structural realism, selves are the final stage in the development of informational structures. The final “Conclusion: from the egology to the ecology of the self” briefly concludes the article with a reference to the purposeful shaping of the self, in a shift from egology to ecology. (shrink)

As China and the United States strive to be the primary global leader in AI, their visions are coming into conflict. This is frequently painted as a fundamental clash of civilisations, with evidence based primarily around each country’s current political system and present geopolitical tensions. However, such a narrow view claims to extrapolate into the future from an analysis of a momentary situation, ignoring a wealth of historical factors that influence each country’s prevailing philosophy of technology and thus their overarching (...) AI strategies. In this article, we build a philosophy-of-technology-grounded framework to analyse what differences in Chinese and American AI policies exist and, on a fundamental level, why they exist. We support this with Natural Language Processing methods to provide an evidentiary basis for our analysis of policy differences. By looking at documents from three different American presidential administrations––Barack Obama, Donald Trump, and Joe Biden––as well as both national and local policy documents (many available only in Chinese) from China, we provide a thorough comparative analysis of policy differences. This article fills a gap in US–China AI policy comparison and constructs a framework for understanding the origin and trajectory of policy differences. By investigating what factors are informing each country’s philosophy of technology and thus their overall approach to AI policy, we argue that while significant obstacles to cooperation remain, there is room for dialogue and mutual growth. (shrink)

Healthcare systems are grappling with critical challenges, including chronic diseases in aging populations, unprecedented health care staffing shortages and turnover, scarce resources, unprecedented demands and wait times, escalating healthcare expenditure, and declining health outcomes. As a result, policymakers and healthcare executives are investing in artificial intelligence (AI) solutions to increase operational efficiency, lower health care costs, and improve patient care. However, current level of investment in developing healthcare AI among members of the global digital health partnership does not seem to (...) yield a high return yet. This is mainly due to underinvestment in the supporting infrastructure necessary to enable the successful implementation of AI. If a healthcare-specific AI winter is to be avoided, it is paramount that this disparity in the level of investment in the development of AI itself and in the development of the necessary supporting system components is evened out. (shrink)

Can knowledge provide its own justification? This sceptical challenge - known as the problem of the criterion - is one of the major issues in the history of epistemology, and this volume provides its first comprehensive study, in a span of time that goes from Sextus Empiricus to Quine. After an essential introduction to the notions of knowledge and of philosophy of knowledge, the book provides a detailed reconstruction of the history of the problem. There follows a conceptual analysis (...) of its logical features, and a comparative examination of a phenomenology of solutions that have been suggested in the course of the history of philosophy in order to overcome it, from Descartes to Popper. In this context, an indirect approach to the problem of the criterion is defended as the most successful strategy against the sceptical challenge. (shrink)

Accurate skin lesion segmentation is an important task in dermatology for facilitating early diagnosis and treatment planning. The challenges in skin lesion segmentation comprehend the variability in lesion, low contrast, heterogeneous backgrounds, overlapping or connected lesions, noise and certain artifacts. Despite of these challenges, Deep learning models accomplish remarkable results for skin lesion segmentation by automatically learning discriminative features. The current research introduces a novel approach utilizing the ASSP-based Deeplabv3+ for skin lesion segmentation along with other UNET-based learners while employing (...) VGG-16, VGG-19 and Dense nets as encoders. In addition, an analysis is conducted on GAN-UNET to evaluate the potential of Generative Artificial Intelligence in generating segmented images of skin lesions. Three benchmark medical image datasets, namely ISIC-2016, ISIC-2018, and HAM10000 Lesion Boundary Segmentation, are used to evaluate all five models. The models are trained exclusively on the ISIC-2018 dataset. A comparative analysis is performed, comparing the performance of these models against state-of-the-art segmentation methods, focusing on standard computer vision metrics. The proposed Deeplabv3+ model outperforms by showcasing its ability to accurately delineate skin lesions and surpassing existing techniques in terms of segmentation accuracy as 0.97, Jaccard coefficient as 0.84 and dice coefficient as 0.91. (shrink)

The EU proposal for the Artificial Intelligence Act (AIA) defines four risk categories: unacceptable, high, limited, and minimal. However, as these categories statically depend on broad fields of application of AI, the risk magnitude may be wrongly estimated, and the AIA may not be enforced effectively. This problem is particularly challenging when it comes to regulating general-purpose AI (GPAI), which has versatile and often unpredictable applications. Recent amendments to the compromise text, though introducing context-specific assessments, remain insufficient. To address this, (...) we propose applying the risk categories to specific AI scenarios, rather than solely to fields of application, using a risk assessment model that integrates the AIA with the risk approach arising from the Intergovernmental Panel on Climate Change (IPCC) and related literature. This model enables the estimation of the magnitude of AI risk by considering the interaction between (a) risk determinants, (b) individual drivers of determinants, and (c) multiple risk types. We use large language models (LLMs) as an example. (shrink)

The proposed European Artificial Intelligence Act (AIA) is the first attempt to elaborate a general legal framework for AI carried out by any major global economy. As such, the AIA is likely to become a point of reference in the larger discourse on how AI systems can (and should) be regulated. In this article, we describe and discuss the two primary enforcement mechanisms proposed in the AIA: the _conformity assessments_ that providers of high-risk AI systems are expected to conduct, and (...) the _post-market monitoring plans_ that providers must establish to document the performance of high-risk AI systems throughout their lifetimes. We argue that the AIA can be interpreted as a proposal to establish a Europe-wide ecosystem for conducting AI auditing, albeit in other words. Our analysis offers two main contributions. First, by describing the enforcement mechanisms included in the AIA in terminology borrowed from existing literature on AI auditing, we help providers of AI systems understand how they can prove adherence to the requirements set out in the AIA in practice. Second, by examining the AIA from an auditing perspective, we seek to provide transferable lessons from previous research about how to refine further the regulatory approach outlined in the AIA. We conclude by highlighting seven aspects of the AIA where amendments (or simply clarifications) would be helpful. These include, above all, the need to translate vague concepts into verifiable criteria and to strengthen the institutional safeguards concerning conformity assessments based on internal checks. (shrink)

The post-Westphalian Nation State developed by becoming more and more an Information Society. However, in so doing, it progressively made itself less and less the main information agent, because what made the Nation State possible and then predominant, as a historical driving force in human politics, namely ICTs, is also what is now making it less central, in the social, political and economic life of humanity across the world. ICTs fluidify the topology of politics. They do not merely enable but (...) actually promote (through management and empowerment) the agile, temporary and timely aggregation, disaggregation and re-aggregation of distributed groups around shared interests across old, rigid boundaries represented by social classes, political parties, ethnicity, language barriers, physical barriers, and so forth. This is generating a new tension between the Nation State, still understood as a major organisational institution, yet no longer monolithic but increasingly morphing into a multiagent system itself, and a variety of equally powerful, indeed sometimes even more politically influential and powerful, non-Statal organisations. Geo-politics is now global and increasingly non-territorial, but the Nation State still defines its identity and political legitimacy in terms of a sovereign territorial unit, as a Country. Such tension calls for a serious exercise in conceptual re-engineering: how should the new informational multiagent systems (MASs) be designed in such a way as to take full advantage of the socio-political progress made so far, while being able to deal successfully with the new global challenges (from the environment to the financial markets) that are undermining the legacy of that very progress? In the lecture, I shall defend an answer to this question in terms of a design of political MAS based on principles borrowed from information ethics. (shrink)

Artificial intelligence (AI) has long been recognised as a challenge to responsibility. Much of this discourse has been framed around robots, such as autonomous weapons or self-driving cars, where we arguably lack control over a machine’s behaviour and therefore struggle to identify an agent that can be held accountable. However, most of today’s AI is based on machine-learning technology that does not act on its own, but rather serves as a decision-support tool, automatically analysing data to help human agents (...) make better decisions. I argue that decision-support tools pose a challenge to responsibility that goes beyond the familiar problem of finding someone to blame or punish for the behaviour of agent-like systems. Namely, they pose a problem for what we might call “decision ownership”: they make it difficult to identify human agents to whom we can attribute value-judgements that are reflected in decisions. Drawing on recent philosophical literature on responsibility and its various facets, I argue that this is primarily a problem of attributability rather than of accountability. This particular responsibility problem comes in different forms and degrees, most obviously when an AI provides direct recommendations for actions, but also, less obviously, when it provides mere descriptive information on the basis of which a decision is made. (shrink)

Knowledge representation and reasoning (KRR) is a fundamental area in artificial intelligence (AI) research, focusing on encoding world knowledge as logical formulae in ontologies. This formalism enables logic-based AI systems to deduce new insights from existing knowledge. Within KRR, description logics (DLs) are a prominent family of languages to represent knowledge formally. They are decidable fragments of first-order logic, and their models can be visualized as edge- and vertex-labeled directed binary graphs. DLs facilitate various reasoning tasks, including checking the satisfiability (...) of statements and deciding entailment. However, a significant challenge arises in the computation of models of DL ontologies in the context of explaining reasoning results. Although existing algorithms efficiently compute models for reasoning tasks, they usually do not consider aspects of human cognition, leading to models that may be less effective for explanatory purposes. This paper tackles this challenge by proposing an approach to enhance the intelligibility of models of DL ontologies for users. By integrating insights from cognitive science and philosophy, we aim to identify key graph properties that make models more accessible and useful for explanation. (shrink)

Healthcare systems across the globe are struggling with increasing costs and worsening outcomes. This presents those responsible for overseeing healthcare with a challenge. Increasingly, policymakers, politicians, clinical entrepreneurs and computer and data scientists argue that a key part of the solution will be ‘Artificial Intelligence’ (AI) – particularly Machine Learning (ML). This argument stems not from the belief that all healthcare needs will soon be taken care of by “robot doctors.” Instead, it is an argument that rests on the (...) classic counterfactual definition of AI as an umbrella term for a range of techniques that can be used to make machines complete tasks in a way that would be considered intelligent were they to be completed by a human. Automation of this nature could offer great opportunities for the improvement of healthcare services and ultimately patients’ health by significantly improving human clinical capabilities in diagnosis, drug discovery, epidemiology, personalised medicine, and operational efficiency. However, if these AI solutions are to be embedded in clinical practice, then at least three issues need to be considered: the technical possibilities and limitations; the ethical, regulatory and legal framework; and the governance framework. In this article, we report on the results of a systematic analysis designed to provide a clear overview of the second of these elements: the ethical, regulatory and legal framework. We find that ethical issues arise at six levels of abstraction (individual, interpersonal, group, institutional, sectoral, and societal) and can be categorised as epistemic, normative, or overarching. We conclude by stressing how important it is that the ethical challenges raised by implementing AI in healthcare settings are tackled proactively rather than reactively and map the key considerations for policymakers to each of the ethical concerns highlighted. (shrink)

This paper provides an empirical and conceptual account on seeing machine learning models as part of a sociotechnical system to identify relevant vulnerabilities emerging in the context of use. As ML is increasingly adopted in socially sensitive and safety-critical domains, many ML applications end up not delivering on their promises, and contributing to new forms of algorithmic harm. There is still a lack of empirical insights as well as conceptual tools and frameworks to properly understand and design for the (...) impact of ML models in their sociotechnical context. In this paper, we follow a design science research approach to work towards such insights and tools. We center our study in the financial industry, where we first empirically map recently emerging MLOps practices to govern ML applications, and corroborate our insights with recent literature. We then perform an integrative literature research to identify a long list of vulnerabilities that emerge in the sociotechnical context of ML applications, and we theorize these along eight dimensions. We then perform semi-structured interviews in two real-world use cases and across a broad set of relevant actors and organizations, to validate the conceptual dimensions and identify challenges to address sociotechnical vulnerabilities in the design and governance of ML-based systems. The paper proposes a set of guidelines to proactively and integrally address both the dimensions of sociotechnical vulnerability, as well as the challenges identified in the empirical use case research, in the organization of MLOps practices. (shrink)

Increasingly, models have been highlighted that not only disadvantage society but those whom the model was originally designed to benefit. An increasing number of legal challenges around the world illustrates this. A surge of recent work has focussed on the technical, legal or regulatory challenges but not necessarily the real-world day to day challenges for practitioners such as data collection or fairness by design. Since the publication of the Holstein et al.’s study in 2019, additional legislation, regulation and multiple bodies (...) have been created to address practitioner challenge. This study asks what, if anything, has improved for practitioners between 2019 and 2022. Study 1 conducts an investigation into real-world needs within industry and asks whether practitioners are now able to mitigate challenges in a more robust manner. A further pilot study on the perception of AI examines whether perception of AI impacts practitioner work. The results show increasing and continuing interdisciplinary issues. Where increased regulation and legislation might have seemed reasonable, the result for practitioners is indecision and overwhelm. Based on these findings, we highlight directions for future research in this area. The most problematic area being human factors. (shrink)

Given the complexity of teams involved in creating AI-based systems, how can we understand who should be held accountable when they fail? This paper reports findings about accountable AI from 26 interviews conducted with stakeholders in AI drawn from the fields of AI research, law, and policy. Participants described the challenges presented by the distributed nature of how AI systems are designed, developed, deployed, and regulated. This distribution of agency, alongside existing mechanisms of accountability, responsibility, and liability, creates barriers for (...) effective accountable design. As agency is distributed across the socio-technical landscape of an AI system, users without deep knowledge of the operation of these systems become disempowered, unable to challenge or contest when it impacts their lives. In this context, accountability becomes a matter of building systems that can be challenged, interrogated, and, most importantly, adjusted in use to accommodate counter-intuitive results and unpredictable impacts. Thus, accountable system design can work to reconfigure socio-technical landscapes to protect the users of AI and to prevent unjust apportionment of risk. (shrink)

The topic of this paper may be introduced by fast zooming in and out of the philosophy of information. In recent years, philosophical interest in the nature of information has been increasing steadily. This has led to a focus on semantic information, and then on the logic of being informed, which has attracted analyses concentrating both on the statal sense in which S holds the information that p (this is what I mean by logic of being informed in the rest (...) of this article) and on the actional sense in which S becomes informed that p. One of the consequences of the logic debate has been a renewed epistemological interest in the principle of information closure (henceforth PIC), which finally has motivated a revival of a skeptical objection against its tenability first made popular by Dretske. This is the topic of the paper, in which I seek to defend PIC against the skeptical objection. If I am successful, this means – and we are now zooming out – that the plausibility of PIC is not undermined by the skeptical objection, and therefore that a major epistemological argument against the formalization of the logic of being informed based on the axiom of distribution in modal logic is removed. But since the axiom of distribution discriminates between normal and non-normal modal logics, this means that a potentially good reason to look for a formalization of the logic of being informed among the non-normal modal logics, which reject the axiom, is also removed. And this in turn means that a formalization of the logic of being informed in terms of the normal modal logic B (also known as KTB) is still very plausible, at least insofar as this specific obstacle is concerned. In short, I shall argue that the skeptical objection against PIC fails, so it is not a good reason to abandon the normal modal logic B as a good formalization of the logic of being informed. (shrink)

Organisations that design and deploy artificial intelligence (AI) systems increasingly commit themselves to high-level, ethical principles. However, there still exists a gap between principles and practices in AI ethics. One major obstacle organisations face when attempting to operationalise AI Ethics is the lack of a well-defined material scope. Put differently, the question to which systems and processes AI ethics principles ought to apply remains unanswered. Of course, there exists no universally accepted definition of AI, and different systems pose different ethical (...) challenges. Nevertheless, pragmatic problem-solving demands that things should be sorted so that their grouping will promote successful actions for some specific end. In this article, we review and compare previous attempts to classify AI systems for the purpose of implementing AI governance in practice. We find that attempts to classify AI systems proposed in previous literature use one of three mental models: _the Switch_, i.e., a binary approach according to which systems either are or are not considered AI systems depending on their characteristics; _the Ladder_, i.e., a risk-based approach that classifies systems according to the ethical risks they pose; and _the Matrix_, i.e., a multi-dimensional classification of systems that take various aspects into account, such as context, input data, and decision-model. Each of these models for classifying AI systems comes with its own set of strengths and weaknesses. By conceptualising different ways of classifying AI systems into simple mental models, we hope to provide organisations that design, deploy, or regulate AI systems with the vocabulary needed to demarcate the material scope of their AI governance frameworks. (shrink)

Early in this volume, David Ehrenfeld describes what prophecy really is. Referring to the biblical prophets, he says they were not the "holy fortunetellers that the word prophet has come to signify....The business of prophecy is not simply foretelling the future; rather it is describing the present with exceptional truthfulness and accuracy." Once this is done, then it can be seen that broad aspects of the future have suddenly become apparent. The twentieth century is drawing to a chaotic close amidst (...) portents of unprecedented change and upheaval. The unravelling of societies and civilizations and the destruction of nature march together--linked--a fact whose enormous significance is often lost. In Beginning Again, David Ehrenfeld has undertaken the difficult task of describing the present clearly enough to reveal the future. Out of his broad vision emerges a glimpse of a new millennium: a vision at once frightening and comforting, a scene of great devastation and great rebuilding. Ehrenfeld ranges far and wide to present a coherent vision of our relationship with Nature--its many aspects and implications--as our century opens into the next millennium. Whether he is writing about the problem of loyalty to organizations, rights versus obligations, our over-managed society, the vanishing of established knowledge, the failure of experts, the triumph of dandelions, Dr. Seuss, Edward Teller, or the future of farming, he is always concerned with the intricate interaction between technology and nature. As in his classic book, The Arrogance of Humanism, Ehrenfeld never loses sight of our fatal love affair with the fantasy of control. We now have no choice, he argues, but to transform the dream of control, of progress, from one of overweening hubris, love of consumption, and the idiot's goal of perpetual growth, to one based on "the inventive imitation of nature," with its honesty, beauty, resilience, and durability. Few American writers and even fewer scientists can describe these timeless, transcendent qualities of nature so well. In "Places," the opening chapter, David Ehrenfeld tells about nightly vigils he spent alone on the moonlit beach of Tortuguero, watching giant sea turtles emerging from the sea to lay their eggs in the black sand where they were born. "I could watch the perfect white spheres falling," he writes. "Falling as they have fallen for a hundred million years, with the same slow cadence, always shielded from the rain or stars by the same massive bulk with the beaked head and the same large, myopic eyes rimmed with crusts of sand washed out by tears. Minutes and hours, days and months dissolve into eons. I am on an Oligocene beach, an Eocene beach, a Cretaceous beach--the scene is the same. It is night, the turtles are coming back, always back; I hear a deep hiss of breath and catch a glint of wet shell as the continents slide and crash, the oceans form and grow.". (shrink)

Ultrasonic excitation has been widely used in the detection of microcracks on metal surfaces, but there are problems such as poor excitation effect of ultrasonic pulse, long time to reach the best excitation, and difficult to find microcracks. In this paper, an adaptive ultrasonic pulse excitation device and infrared thermal imaging technology have been combined, as well as their control method, to solve the problem. The adaptive ultrasonic pulse excitation device adds intelligent modules to realize automatic adjustment of detection (...) parameters, which can quickly obtain reliable excitation; the multidegree-of-freedom base realizes the three-dimensional direction change of the ultrasonic gun to adapt to different excitation occasions. When the appropriate ultrasonic excitation makes microcracks in the resonance state, the microcracks can be frictionated, which produce heat rise with the temperature. Then, the microcrack defect can be detected by the infrared thermal instrument through the different surface temperatures with imaging recognition method. Our detection experiments of the titanium alloy plates and the aluminum alloy profiles of marine engineering show that the method can get reliable detection parameters in a short time and measure the crack length effectively. It can be used in many aspects such as crack detection in mechanical structures or complex equipment operating conditions and industrial production processes. (shrink)

The year 2012 has witnessed worldwide celebrations of Alan Turing’s 100th birthday. A great number of conferences and workshops were organized by logicians, computer scientists and researchers in AI, showing the continued flourishing of computer science, and the fruitful interfaces between logic and computer science. Logic is no longer just the concept that Frege had about one hundred years ago, let alone that of Aristotle twenty centuries before. One of the prominent features of contemporary logic is its interdisciplinary character, connecting (...) across mathematics, philosophy, modern computer science, and even the cognitive and social sciences. -/- China is no exception. This special issue explores interfaces of logic with AI and other disciplines, and it attempts to give a bird’s eye view of the developing landscape of logic and AI in China. Our contributors come from computer science, AI, philosophy and linguistics, united by their interest in using formal logical tools and notions to deal with substantial problems in their fields. We are aware that AI is a vast area, and that the limitations of space in a volume like this may provide a somewhat incomplete or biased view. Still we hope that the six papers selected here illustrate the concerns and curiosity driving Chinese researchers, on topics shared with our colleagues around the world. -/- One of the active research areas in AI is planning under uncertainty, with incomplete knowledge, where a well-established logical framework is the action language of Son and Baral (Son and Baral 2001). This language can express the notions of sensing actions and making conditional plans. However, its current semantics is not yet satisfactory, since according to the semantics an agent would not have knowledge of what happens after a plan is executed, which can be a serious problem in a safety-critical environment. In their paper Proof Systems for Planning under Cautious Semantics (Shen and Zhao 2013), Yuping Shen and Xishun Zhao address this problem and propose a cautious and weakly cautious semantics for the action language. This new semantics enables the agent to know exactly what happens after executing an action. Hoare style proof systems are then proposed and proved to be sound and complete. What is more, the proposed new system reduces the reasoning complexity of the action language. -/- In Preferential Semantics for Plausible Subsumption in Possibility Theory (Qi and Zhang 2013), Guilin Qi and Zhizheng Zhang investigate another important issue in AI: how to handle exceptions in a knowledge-based system. This has become a hot topic in recent years, especially in ontological design, where description logics are widely used. The question then arises whether we can get a nonmonotonic extension of description logic. To answer this, the authors first propose three preferential semantics for plausible subsumption in the framework of possibility theory (Dubois and Prade 1985) and study their properties and their relationships. Then they introduce preferential subsumptions to a description logic-based knowledge system, and define an entailment relation of plausible subsumption. Moreover, they study reductions of the new semantics to standard semantics for an expressive description logic. -/- Counterfactual reasoning has been explored extensively by philosophers, cf. Lewis (1973), Stalnaker (1968). But in the last two decades, causal models have been proposed for modeling counterfactual reasoning by researchers in AI. In A Lewisian Logic of Causal Counterfactuals (Zhang 2013), Jiji Zhang studies classes of causal models and provides formal characterizations. In particular, a new logic system is proposed and proved complete for the class of ‘Lewisian models’ satisfying all the principles of David Lewis’s logic of counterfactuals. Moreover, Zhang compares his new framework with those of Lewis and Stalnaker, and also establishes formal connections with more recent approaches by Galles and Pearl, and by Halpern. -/- Consistency is a fundamental notion in logic, but it also plays a key role in many techniques for solving constraint satisfaction problems (Mackworth 1977). In Variable-Centered Consistency in Model RB (Li et al. 2013), Liang Li, Tian Liu and Ke Xu start with a discussion of i-consistency in ‘Model RB’ and ‘Model RD’, two models of random constraint satisfaction problems with growing domain size, then compare it with the notion of t-consistency and strong t-consistency in well-known earlier work by Freuder. After that, the authors define a new kind of variable-centered consistency, and show an upper bound on a suitably chosen parameter in Model RB and Model RD, such that up to this bound, all typical instances of Model RB are variable-centered consistent. -/- Language understanding is a cognitive process that human beings carry out every day. Metaphor is a pervasive phenomenon in natural languages, and its cognitive role calls for interpretation. There is a growing body of literature on cognitive mechanisms underlying metaphor. The paper An Ontology-Based Approach to Metaphor Cognitive Computation (Huang et al. 2013) by Xiaoxi Huang, Huaxin Huang, Beishui Liao, and Cihua Xu proposes a theoretical framework for metaphor understanding based on recent results from cognitive science (Shutova 2010). They then introduce ontology as a knowledge representation method, and present a new ontological model to formalize metaphor-based knowledge. An algorithmic description is provided using a quantitative measure of integrated degree, and its effectiveness is demonstrated. -/- Puzzles and their solution mechanisms are a recurrent theme in many fields. Dynamic epistemic logic (van Ditmarsch et al. 2007); (van Benthem 2011) is a recent framework that can handle information dynamics in knowledge puzzles. In Reasoning About Agent Types and the Hardest Logic Puzzle Ever (Liu and Wang 2013), Fenrong Liu and Yanjing Wang propose a new dynamic-epistemic logic that can specify different types of agents and analyse agents’ knowledge, communication and reasoning. To demonstrate its power, Smullyan’s well-known Knights and Knaves puzzles are formalized, as well as the Hardest Logic Puzzle Ever (HLPE) of Boolos (Boolos 1996). Moreover, a spectrum of new puzzles is found involving knowledge-based agent types, and their solution complexity is shown to be harder than that for existing logic puzzles. It is also shown that a version of HLPE in which the agents do not know the others’ types does not have a solution at all. -/- Finally, we would like to thank the editor of Minds and Machines, Gregory Wheeler, for his efficient assistance and kind support. We also thank Ties Nijssen at Springer for his encouragement to start this project at the first place. And of course, our appreciation goes to our authors, as well as all the colleagues who have helped us review the papers in this collection. (shrink)