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)

_A spirited defense of the Enlightenment against assaults from both the left and the right that explains its urgent implications for our contemporary politics_ Ours is an age when optimism about politics is hard to come by. Ian Shapiro explains why this is so and, without minimizing the daunting challenges, spells out an appropriate response. Written in the indomitable spirit exemplified by Tom Paine, _Uncommon Sense_ is a rich source of insight and inspiration in dark political times. The Enlightenment commitments (...) to reason and science are under assault from the Postmodern Left and the Authoritarian Right. Shapiro explains why the attacks are misguided and politically destructive. He agrees with the critics that there are no universal principles of justice that transcend political battles and no fair, impartial rules to govern the distribution of income, wealth, rights, or opportunities. But abandoning the search for them as futile does not mean junking the Enlightenment’s core political goal: to deploy the tools of reason and science to fight domination. Democracy is essential to vindicating that goal, yet citizens in many democracies are profoundly alienated and many democracies are in danger of failing. Shapiro explains what has gone wrong, debunks ill-considered remedies, and spells out better ones—deepening and extending his previous writing on political theory and democratic politics. (shrink)

Three main conflicts between Popper and Agassi are discussed. Over the ethics of hard work which in reality turns out to be over perfectionism and optimism. Over the role of metaphysics in science. Over methodological individualism where is it argued that Popper's views are contradictory and that Agassi' Institutionalism prevails.

A great achievement makes one’s life go better independently of its results, but what makes an achievement great? A simple answer is—its difficulty. I defend this view against recent, pressing objections by interpreting difficulty in terms of competitiveness. Difficulty is determined not by how hard the agent worked for the end but by how hard others would need to do in order to compete. Successfully reaching a goal is a valuable achievement because it is difficult, and it is difficult because (...) it is competitive. Hence, both virtuosic performances and lucky successes can be valuable achievements. (shrink)

Our world is littered with examples of the cannibalisation by secondary authors of the thoughts of original thinkers, rehashed as rule-books and manuals on how to live our lives. No such distortion of an idea has had the lasting success of Saint Paul’s corruption of the life and thoughts of Jesus of Nazareth—man or myth we’ll never know. Nietzsche’s over quoted remark, “God is dead,” belies his frustration that in 2,000 years, Western civilisation has not invented for itself a new (...) god. His project of exposing Paul as a charlatan in his penultimate work, The Anti-Christ, hardly disguises Nietzsche’s belief that he could have done a better job, in his case celebrating everything that Christianity stood against: the lost glories of our ancient past symbolising our ‘natural’ human instincts. This essay reassesses assumptions about Nietzsche and his intentions in writing The Anti-Christ to reveal the philosopher’s deep affinity for the original, pre-Christian sage,who provided the main character and plot for Paul’s fiction. (shrink)

"Nietzsche on art and life" is an alluring topic. As the editor of this volume, Daniel Came, puts it, art plays a central role in "the principal task [Nietzsche] set himself as a philosopher—to identify the conditions of the affirmation of life, cultural renewal, and exemplary human beings". Since the precise nature of this task, and the role of art in it, is hard to pin down, a volume that promises to clarify these issues cannot fail to attract readers of (...) Nietzsche.The contents of Nietzsche on Art and Life largely make good on the allure of its topic. Unsurprisingly, its best contributions are those that directly engage its purported task of clarifying the role of art in Nietzsche's philosophical project.... (shrink)

It seems today that a sense of crisis permeates international affairs. From war to pollution to trade and beyond, there is much talk of the disintegration of the settled ways of doing things and fear of what comes next. The twenty-first century has turned sour for many believers in international order. This is not unique in history; order has been on the minds of writers for centuries, from Kant to Carr to Hedley Bull. It is hard to find a period (...) in history when there has not been some sense of crisis. The problem of international order is both a perennial theme and an urgent contemporary concern. The essays in this collection broaden the conversation to consider the ambiguity, complexity, and contradiction within the concept of world order. Order is neither self-evident nor universally agreed upon; to the contrary, it is contested, political, and contingent. Order is a very disorderly idea. (shrink)

The best-known fact about the interaction of the Republican Roman poet Gaius Lucilius (c.180–103/102b.c.e.), the inventor of the genre of Roman verse satire, with the doctrine of Scepticism is probably a statement of Cicero: that Clitomachus the Academician dedicated a treatise to the poet (Cic.Luc. 102). Diogenes Laertius makes much of that writer's, Clitomachus’, industry (τὸ φιλόπονον, 4.67), with the comment: ‘to such lengths did his diligence (ἐπιμελείας) go that he composed more than four hundred treatises’. This phraseology surely reminds (...) those interested in Lucilius’ influence on later Latin poetry of Horace's disparaging comment,in hora saepe ducentos, | ut magnum, uersus dictabat(‘as a bravura display, he would often dictate two hundred verses in an hour’,Sat.1.4.9–10); moreover, Horace shortly afterwards calls his predecessorgarrulus atque piger scribendi ferre laborem(‘talkative and too lazy to bear the work of writing’, 1.4.12). Yet, a sceptical view of Horace's critique might have to think of Lucilius as hard-working, like his putative friend the Academic philosopher, Clitomachus. (shrink)

There is broad agreement in aesthetics that some artworks are greater than others despite bearing equivalent (or lesser) aesthetic value. One explanation of this difference in artistic value is that creation of the greater artwork represents a greater achievement. The aim of this article is to refine this explanation and to defend it against recent criticisms. First, I present a prima facie case in favor of the achievement explanation. Second, I draw on the history of photography to motivate three objections (...) to it: namely, that it wrongly excludes (1) lucky, (2) easy, and (3) failed creations from being artistically great. Third, I present my refined version of the achievement explanation and show how it avoids these objections. On my view, an artistic achievement consists in creating a work it would have been especially hard for comparable artists to create. Finally, I raise and address several additional objections. In responding to these objections, I argue, among other things, that my explanation of artistic value enhances our understanding of good-bad art: specifically, it allows us to see how good-bad art is artistically great despite being aesthetically flawed. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Studies in Plato's Two-Level ModelIan MuellerHolger Thesleff. Studies in Plato's Two-Level Model. Helsinki: Societas Scientarum Fennica, 1999. Pp. vi + 143. N. P.After some 30 years of incisive intervention in Platonic scholarship, Holger Thesleff here offers us "an attempt to elaborate and ground more firmly some basic theses which I have propounded in various contexts before," (1) a rather modest description of what he also describes as an (...) attempt to contribute toward "a more general agreement on how to read and interpret Plato" (5). The richness of this book makes it impossible to describe in any detail, and I shall content myself with indicating some of what I take to be its principal points of view.Thesleff"s concern for agreement arises from his perception of the vastly discrepant schools of Plato interpretation, of which the most important for him might be labeled esotericist, analytic, and "literary." The last, which can hardly be called a school at all, includes a variety of scholars who downplay "literal" interpretation and emphasize such things as "dramatic artistry, the structure of the dialogues, the characterization of settings and persons, shifts of style, allusions, play, and irony" (3). Thesleff's sympathies clearly lie with these people, perhaps to an extent which, as I shall suggest, will limit the effectiveness of his attempt to move toward a consensus.As the title indicates Thesleff builds his reading around what he calls Plato's two-level model. This two-level model is not, as one might suppose, what has been called Plato's two worlds view, the belief in a world of pure being beyond the perceived world we inhabit. Indeed, it is not a doctrine or set of doctrines at all. Rather "it is an intuitive 'vision' which offers only crude basic patterns and frames for the structures of Plato's thinking, feelings, intuitions, and intentions, from his youth to his old age, and for our understanding of them" (123). Clearly one cannot expect a full and precise articulation of this vision. Thesleff proceeds by discussing in terms of their role in the earlier dialogues ten hierarchic pairs which form part of Plato's vision: divine/human, soul/body, leading/being led (particularly important in the conduct of a Socratic discussion), truth/appearance, knowledge/opinion, intellect/senses, defined/undefined, stability/change, one/many, same/different. These hierarchic or asymmetric pairs are contrasted by Thesleff with what he calls polar opposites like large/small and light/dark. He also stresses that the hierarchic pairs of Plato's two-level model involve no separation (chorismos), but rather a communion (koinônia).As the words "from his youth to his old age" in the quotation of the previous paragraph indicate, Thesleff is a "unitarian" in his approach to Plato. His Plato is not a philosopher whose positions changed through time as a result of reasoned argument. What many scholars take to be doctrines later given up, e.g., the view that learning is being reminded (anamnêsis), are "thought experiments," which are not followed up, thought experiments made within the context of the unchanging two-level vision.Although Thesleff is a unitarian in the sense I have indicated, he does believe that a kind of order of composition can be constructed for the dialogues. I say "kind of" because Thesleff's chronology involves assumptions of revisions over time, multiple authorship, and even dialogues "written down" by people other than Plato. The resulting chronology is complex, and I here only indicate it in rough form in a way which [End Page 272] brings out what I take to be its major points. Leaving out of account those Socratic" dialogues which Thesleff takes to be latish and the posthumously completed Laws, we can say that a series of late dialogues starts with the Parmenides and includes the Timaeus, Critias, Sophist, Politicus, and Philebus. All other dialogues, including the Theaetetus, were written prior to the Parmenides with the exception of the Republic, which Thesleff proposes is in its ultimate shape a late work, representing "only and purely Plato's 'own' and personal philosophy" (115). As for the other late dialogues, which have played an important... (shrink)

In lieu of an abstract, here is a brief excerpt of the content:"'Twas Nature Gnaw'd Them to This Resolution":Byron's Poetry and Mimetic DesireIan Dennis (bio)1. IntroductionWe all know Lord Byron, I presume. Know him as a paradigmatic object of cultural desire, as the quintessentially romantic individualist whose haughtily transgressive rejection of his society turned him into one of its most compelling models and objects, the endlessly provocative rival of a multitude of young men to follow—and they are still following—all to (...) differing degrees blind to or writhing in the anxieties of his influence. I myself belong to that somewhat smaller group that actually reads his poetry.Having passed through the little deification of celebrity, Byron was on something of a downslope of fame, and knew it, before he put the matter past all doubt by dying almost-young for liberty in Greece in 1824. Perhaps not surprisingly, given all this, he developed into something of an expert on desire. Almost alone among the major Romantics, he came to understand this most basic force in human experience not only as mediated and mimetic but as increasingly a function of a new kind of market whose commanding value was apparent autonomy from the market. It is not too hard to see how he figured this out. Those whom Byron defied adored him; those whose petty gratifications he evaded in spectacular suffering emulated him; those to whose desires he declared himself indifferent desired him—as few have ever been desired. For all his very real faults he was an intelligent man and an observant one. He reflected on what had happened to him.2. Reading Byron's Poetry for Nature and DesireIn his earlier poetry the natural scene, at least in Byron's privileged experiences of it, acts as an ally against other people. It is a source of his difference from and thus his indifference to the rest of us—an apparent replacement for, rather than object of, mediated desire. [End Page 115]Almost the first words of the preface to his fame-making Childe Harold's Pilgrimage (1812) tell us that the poem was "written, for the most part, amidst the scenes which it attempts to describe" and a coy disquisition on the identity of the Childe—who is and is not Byron—follows close on the heels of a spate of place-name dropping. They are sexy places, too, hard to get to, exotic, naturally beautiful, and dangerous. Soon the note of human pollution is of course sounded—man "mars" the beauties of Cintra that the hero is experiencing (1980–1993, 1.15)1—reminding us of the prototypical alliance between the alienated Romantic solitary and the unspoiled, or spoiled natural world, alike menaced by sociality, by the Other. This alliance is powerfully reinforced by an identification with the bovine victim of the Cadiz bull-ring, vivid sacrifice at the center of—in the young poet's chilling phrase—"the silent circle's peopled walls" (1.75). Does man scapegoat nature? There could hardly be a handier metaphor. And the Childe makes common cause.Mainly, though, "Dear Nature" is the particular solace of her "never-wean'd" favorite son, the one who never "pollutes her path," he who, as he rather complacently notes, "mark'd her when none other hath" (2.27). Byron does at least make good on such a claim by going to Albania, a wild, inaccessible place which he, with some justification, boasts "all admire, but many dread to view" (2.43). He writes some stirring descriptive poetry, leavened with occasional homilies on the smallness and nastiness of man and the grandeur and beauty of nature, sentiments that would not sound out of character on the lips of young backpacking, development-deploring kindred spirits of a later age. Again, it is to be remembered that the first besmirchment of the natural world to be complained of is not material, but social, in particular by the Romantic rebel's own society—not chemicals and chainsaws but the poisonous presence of overly familiar people and practices. The language of protest remains much the same after the products of industrial economic activity are added to the score, and indeed a good part of... (shrink)

The practice of appealing to esoteric intuitions, long standard in analytic philosophy, has recently fallen on hard times. Various recent empirical results have suggested that philosophers are not currently able to distinguish good intuitions from bad. This paper evaluates one possible type of approach to this problematic methodological situation: calibration. Both critiquing and building on an argument from Robert Cummins, the paper explores what possible avenues may exist for the calibration of philosophical intuitions. It is argued that no good options (...) are currently available, but leaves open the real possibility of such a calibration in the future. (shrink)

We study the fluted fragment, a decidable fragment of first-order logic with an unbounded number of variables, motivated by the work of W. V. Quine. We show that the satisfiability problem for this fragment has nonelementary complexity, thus refuting an earlier published claim by W. C. Purdy that it is in NExpTime. More precisely, we consider ${\cal F}{{\cal L}^m}$, the intersection of the fluted fragment and the m-variable fragment of first-order logic, for all $m \ge 1$. We show that, for (...) $m \ge 2$, this subfragment forces $\left\lfloor {m/2} \right\rfloor$-tuply exponentially large models, and that its satisfiability problem is $\left\lfloor {m/2} \right\rfloor$-NExpTime-hard. We further establish that, for $m \ge 3$, any satisfiable ${\cal F}{{\cal L}^m}$-formula has a model of at most -tuply exponential size, whence the satisfiability problem for this fragment is in -NExpTime. Together with other, known, complexity results, this provides tight complexity bounds for ${\cal F}{{\cal L}^m}$ for all $m \le 4$. (shrink)

Odor baited methods of controlling tsetse have received considerable attention as ecologically friendly ways for African farmers to reduce their levels of livestock trypanosomosis. Over the last decade, a number of tsetse control projects have been set up in East Africa using these methods. Although much has been written, few hard data are available regarding their ongoing success, problems, and sustainability. To evaluate the situation on the ground, the authors conducted a series of site visits to a number of such (...) tsetse control projects in Kenya. A comparison of these projects with others across the region identified the possible constraints to a wider uptake of these methods. Poor information, coupled with inappropriate research and development policies, were found to be the key constraints. These could be overcome with a farmer-based approach to control, with a better application of existing techniques, and with a greater role for veterinarians. Tsetse control needs to become demand rather than supply driven, if it is to bean important component of livestock disease control in Africa. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:BOOK REVIEWS 387 and contributed an important and helpful study. This dissertation is a model of its kind. One hopes the author will continue his scholarly efforts. The Catholic University of America Washington, D.C. WILLIAM E. MAY John Henry Newman: A Biography. By IAN KER. New York: Oxford University Press, 1990. Pp. xii + 764. $24.95 (paper). The Achievement of John Henry Newman. By IAN KER. Notre Dame: University (...) of Notre Dame Press, 1990. Pp. x + 209. $24.95 (cloth). Ian Ker has inherited the mantle of the late Charles Stephen Dessain as the finest textual expositor of the Newman corpus, and Ker's biography should become a standard reference tool in the field. Ker ap· prenticed under Dessain in the production of the monumental (31volume ) Letters and Diaries, and his biography shows his command of the materials of that as yet unfinished project. Ker's hook joins the biographies of W. Ward (1912) and M. Trevor (1962) as significant "lives of Newman" to consider, and it addresses their earlier shortcomings : Ward's inadequate appraisal of the Anglican Newman and Trevor's unconcern for Newman's theological writings. Of Newman's intellectual contribution, Ker's treatment is similar to Dessain's John Henry Newman, an exposition of the major themes and intellectual moves, and theologically-minded inquirers need read both. Ker offers the hook as a personal life, a literary appraisal, and an intellectual study. The personal life and literary analysis are ably carried off; Ker's background in English literature and his editorial work on the letters have served him well. The intellectual study takes the form of synopses of Newman's hooks and articles, which are woven into the chronological narrative of the life. This aspect of Ker's hook is by no means "the theological achievement of JHN" (cf. Tracy's work on Lonergan); such a project still awaits Newman studies and someone of the conceptual breadth of the late Jan Walgrave to achieve it. Ker provides accurate and readable summaries of Newman's writings, and if a biography is meant to introduce the sundry aspects of a person, especially a complex thinker like Newman, then Ker's treatment of the intellectual aspect offers a fine introduction. I shall consider these three dimensions of the biography, and first the personal life. Newman considered that a person's life is best told 888 BOOK REVIEWS through that person's correspondence. Ker's biography is approached chronologically, and Newman's published letters guide the tale. Newman 's advice is particularly apropos for his own biographer, since Newman 's hooks and articles often displayed a "reserve" in which his true feelings were couched and nuanced. His letters, especially to confidants, were candid and often hard-hitting, as when he described the Curia in these words: " And who is Propaganda? one sharp man of business, who works day and night, and dispatches his work quick off, to the East and West, a high dignitary, [perhaps an Archbishop], hut after all little more than a clerk... with two or.three clerks under him " (p. 519). (Ker displays some reserve himself, omitting Newman's episcopal aside.) Ker's use of the letters is most revealing during Newman's Roman Catholic period when he encountered opposition from Archbishop Manning and W. G. Ward in England, from Archbishop Cullen in Dublin, and from Cardinal Barnaho in Rome. One senses how the laity rallied round him. Some of Newman's most pungent thoughts on ·theological freedom, on the suspicious nature of the clergy toward educated laity, on the wherewithal to make an institution a genuine university, on the role of patience and.trust in God when authorities are hearing down, are to he found in Ker's choice of letters. With so much material to mine-Newman wrote 20,000 letters-it is understandable that Ker does not include, save rarely, what Newman's opponents were thinking. Ker's account of Newman's Anglican period is equally illuminating, and indeed it is a highlight of the biography. While the Apologia has provided the main lines of the story, Ker puts flesh and hones to Newman 's struggle with his conscience. In coming to Oxford, Newman... (shrink)

Sandra Harding here develops further the themes first addressed in her widely influential book, The Science Question in Feminism, and conducts a compelling analysis of feminist theories on the philosophical problem of how we know what we ...

What can contemporary machine learning (ML) models do? Given the proliferation of ML models in society, answering this question matters to a variety of stakeholders, both public and private. The evaluation of models' capabilities is rapidly emerging as a key subfield of modern ML, buoyed by regulatory attention and government grants. Despite this, the notion of an ML model possessing a capability has not been interrogated: what are we saying when we say that a model is able to do something? (...) And what sorts of evidence bear upon this question? -/- In this paper, we aim to answer these questions, using the capabilities of large language models (LLMs) as a running example. Drawing on the large philosophical literature on abilities, we develop an account of ML models' capabilities which can be usefully applied to the nascent science of model evaluation. Our core proposal is a conditional analysis of model abilities (CAMA): crudely, a machine learning model has a capability to X just when it would reliably succeed at doing X if it 'tried'. The main contribution of the paper is making this proposal precise in the context of ML, resulting in an operationalisation of CAMA applicable to LLMs. We then put CAMA to work, showing that it can help make sense of various features of ML model evaluation practice, as well as suggest procedures for performing fair inter-model comparisons. (shrink)

In the mid-1970s and early 1980s, several feminist theorists began developing alternatives to the traditional methods of scientific research. The result was a new theory, now recognized as Standpoint Theory, which caused heated debate and radically altered the way research is conducted. The Feminist Standpoint Theory Reader is the first anthology to collect the most important essays on the subject as well as more recent works that bring the topic up-to-date. Leading feminist scholar and one of the founders of Standpoint (...) Theory, Sandra Harding brings together the a prestigious list of scholars--Dorothy Smith, Donna Haraway, Patricia Hill Collins, Nancy Hartsock and Hilary Rose--to not only showcase the most influential essays on the topic but to also highlight subsequent developments of these approaches from a wide variety of disciplines and intellectual and political positions. The Reader will be essential reading for feminist scholars. (shrink)

Despite its centrality in the philosophy of cognitive science, there has been little prior philosophical work engaging with the notion of representation in contemporary NLP practice. This paper attempts to fill that lacuna: drawing on ideas from cognitive science, I introduce a framework for evaluating the representational claims made about components of neural NLP models, proposing three criteria with which to evaluate whether a component of a model represents a property and operationalising these criteria using probing classifiers, a popular analysis (...) technique in NLP (and deep learning more broadly). The project of operationalising a philosophically-informed notion of representation should be of interest to both philosophers of science and NLP practitioners. It affords philosophers a novel testing-ground for claims about the nature of representation, and helps NLPers organise the large literature on probing experiments, suggesting novel avenues for empirical research. (shrink)

In a recent letter, Dillion et. al (2023) make various suggestions regarding the idea of artificially intelligent systems, such as large language models, replacing human subjects in empirical moral psychology. We argue that human subjects are in various ways indispensable.

Worries about scientific objectivity seem never-ending. Social critics and philosophers of science have argued that invocations of objectivity are often little more than attempts to boost the status of a claim, while calls for value neutrality may be used to suppress otherwise valid dissenting positions. Objectivity is used sometimes to advance democratic agendas, at other times to block them; sometimes for increasing the growth of knowledge, at others to resist it. Sandra Harding is not ready to throw out objectivity (...) quite yet. For all of its problems, she contends that objectivity is too powerful a concept simply to abandon. In Objectivity and Diversity, Harding calls for a science that is both more epistemically adequate and socially just, a science that would ask: How are the lives of the most economically and politically vulnerable groups affected by a particular piece of research? Do they have a say in whether and how the research is done? Should empirically reliable systems of indigenous knowledge count as "real science"? Ultimately, Harding argues for a shift from the ideal of a neutral, disinterested science to one that prizes fairness and responsibility. (shrink)

A Heyting algebra is supplemented if each element a has a dual pseudo-complement \, and a Heyting algebra is centrally supplement if it is supplemented and each supplement is central. We show that each Heyting algebra has a centrally supplemented extension in the same variety of Heyting algebras as the original. We use this tool to investigate a new type of completion of Heyting algebras arising in the context of algebraic proof theory, the so-called hyper-MacNeille completion. We show that the (...) hyper-MacNeille completion of a Heyting algebra is the MacNeille completion of its centrally supplemented extension. This provides an algebraic description of the hyper-MacNeille completion of a Heyting algebra, allows development of further properties of the hyper-MacNeille completion, and provides new examples of varieties of Heyting algebras that are closed under hyper-MacNeille completions. In particular, connections between the centrally supplemented extension and Boolean products allow us to show that any finitely generated variety of Heyting algebras is closed under hyper-MacNeille completions. (shrink)

Advances in the study of Paul’s anthropology during the past century have been limited, particularly because of dominant theological approaches that leave many unresolved issues regarding the apostle’s understanding of humans. This article introduces a new approach, which grounds Paul’s anthropological discourse in eschatology, and underscores the importance of transformation. Through the application of this new approach, the esō anthrōpos, instantiated in believers through the Holy Spirit, is shown to be the locus of renewal, and to encompass the entire human. (...) A clear understanding of this concept provides support for the postulation of an intermediate state in Paul’s symbolic universe, a claim that is contested by many scholars. (shrink)

How can it be that the fiduciary relationship has trust at its core if trust is neither a necessary nor a sufficient condition for the existence of such a relationship? My aim in this article is to make some arguments that I think might assist in solving that puzzle. First, I argue that fiduciary relationships are likely to be characterized by relatively ‘thick’ interpersonal trust. Secondly, I argue that moral duties referring to trust play a role in the justification of (...) fiduciary duties, but that the role of trust in the underlying moral duties is contingent, yielding only a contingent connection between trust and fiduciary duties. Finally, I argue that a goal of fiduciary law should be enabling and supporting trusting relationships, but that this goal should be viewed within a broader liberal outlook according to which fiduciary law also enables and supports relationships on terms of detachment. (shrink)

According to a view assumed by many scientists and philosophers of science and standardly found in science textbooks, it is controlled ex perience which provides the basis for distinguishing between acceptable and unacceptable theories in science: acceptable theories are those which can pass empirical tests. It has often been thought that a certain sort of test is particularly significant: 'crucial experiments' provide supporting empiri cal evidence for one theory while providing conclusive evidence against another. However, in 1906 Pierre Duhem argued (...) that the falsification of a theory is necessarily ambiguous and therefore that there are no crucial experiments; one can never be sure that it is a given theory rather than auxiliary or background hypotheses which experiment has falsified. w. V. Quine has concurred in this judgment, arguing that "our statements about the external world face the tribunal of sense experience not indi vidually but only as a corporate body". Some philosophers have thought that the Duhem-Quine thesis gra tuitously raises perplexities. Others see it as doubly significant; these philosophers think that it provides a base for criticism of the foundational view of knowledge which has dominated much of western thought since Descartes, and they think that it opens the door to a new and fruitful way to conceive of scientific progress in particular and of the nature and growth of knowledge in general. (shrink)

A substantial part of Marion’s project in Being Given turns on a “triple epoché” wherein Marion brackets each part of the tripartite structure of the gift – the giver, the recipient and the given itself – to show that none of them is essential for thinking about the gift. In three separate variations, each element of the gift is bracketed individually, and in each of these instances the other two elements are specifically not bracketed. Indeed, Marion admits that the reduction (...) he proposes “demands, de jure, that one of the two [recipient or giver] remain in position of the transcendental I.” In this paper, I will argue that the rule is misleading and should be reformulated to indicate that a recipient is always required. I conclude with some suggestions for future work. (shrink)

Recent "gender, environment, and sustainable development" accounts raise pointed questions about the complicity of Enlightenment philosophies of science with failures of Third World development policies and the current environmental crisis. The strengths of these analyses come from distinctive ways they link androcentric, economistic, and nature-blind aspects of development thinking to "the Enlightenment dream." In doing so they share perspectives with and provide resources for other influential schools of science studies.

"The classic and recent essays gathered here will challenge scholars in the natural sciences, philosophy, sociology, anthropology, and women’s studies to examine the role of racism in the construction and application of the sciences. Harding... has also created a useful text for diverse classroom settings." —Library Journal "A rich lode of readily accessible thought on the nature and practice of science in society. Highly recommended." —Choice "This is an excellent collection of essays that should prove useful in a wide (...) range of STS courses." —Science, Technology, and Society "... important and provocative... "—The Women’s Review of Books "The timeliness and utility of this large interdisciplinary reader on the relation of Western science to other cultures and to world history can hardly be overemphasized. It provides a tremendous resource for teaching and for research... "—Ethics "Excellent." —The Reader’s Review "Sandra Harding is an intellectually fearless scholar. She has assembled a bold, impressive collection of essays to make a volume of illuminating power. This brilliantly edited book is essential reading for all who seek understanding of the multicultural debates of our age. Never has a book been more timely." —Darlene Clark Hine These authors dispute science’s legitimation of culturally approved definitions of race difference—including craniology and the measurement of IQ, the notorious Tuskegee syphilis experiments, and the dependence of Third World research on First World agendas. (shrink)

For twenty years, the renowned philosopher of science Sandra Harding has argued that science and technology studies, postcolonial studies, and feminist critique must inform one another. In The Postcolonial Science and Technology Studies Reader, Harding puts those fields in critical conversation, assembling the anthology that she has long wanted for classroom use. In classic and recent essays, international scholars from a range of disciplines think through a broad array of science and technology philosophies and practices. The contributors reevaluate (...) conventional accounts of the West’s scientific and technological projects in the past and present, rethink the strengths and limitations of non-Western societies’ knowledge traditions, and assess the legacies of colonialism and imperialism. The collection concludes with forward-looking essays, which explore strategies for cultivating new visions of a multicultural, democratic world of sciences and for turning those visions into realities. Feminist science and technology concerns run throughout the reader and are the focus of several essays. Harding provides helpful background for each essay in her introductions to the reader’s four sections. Contributors Helen Appleton Karen Bäckstrand Lucille H. Brockway Stephen B. Brush Judith Carney Committee on Women, Population, and the Environment Arturo Escobar Maria E. Fernandez Ward H. Goodenough Susantha Goonatilake Sandra Harding Steven J. Harris Betsy Hartmann Cori Hayden Catherine L. M. Hill John M. Hobson Peter Mühlhäusler Catherine A. Odora Hoppers Consuelo Quiroz Jenny Reardon Ella Reitsma Ziauddin Sardar Daniel Sarewitz Londa Schiebinger Catherine V. Scott Colin Scott Mary Terrall D. Michael Warren. (shrink)

Explores what the last few decades of European/American, feminist, and postcolonial science and technology studies can learn from each other. This book proposes new directions for thinking about objectivity, method, and reflexivity in light of the new understandings developed in the post-World War II world.

Where the old objectivity question asked, Objectivity or relativism: which side are you on?, the new one refuses this choice, seeking instead to bypass widely recognized problems with the conceptual framework that restricts the choices to these two. It asks, How can the notion of objectivity be updated and made useful for contemporary knowledge-seeking projects? One response to this question is the strong objectivity program that draws on feminist standpoint epistemology to provide a kind of logic of discovery for maximizing (...) our ability to block might makes right in the sciences. It does so by delinking the neutrality ideal from standards for maximizing objectivity, since neutrality is now widely recognized as not only not necessary, not only not helpful, but, worst of all, an obstacle to maximizing objectivity when knowledge-distorting interests and values have constituted a research project. Strong objectivity provides a method for correcting this kind of situation. However, standpoint approaches have their own limitations which are quite different from the misreadings of them upon which most critics have tended to focus. Unfortunately, historically limited epistemologies and philosophies of science are all we get to choose from at this moment in history. (shrink)

John Locke is generally seen as an unequivocal defender of private property. However, taken normatively, certain aspects of his argument leave room for interesting loopholes with relevance to some of today’s social and political crises. This paper focuses largely on the spoilage proviso—in which Locke warns against appropriating more than one can make use of—and its possible application to abandoned buildings and the potential for legitimate productive use to be made of them by people other than the legal owner. Using (...) two case studies in which squatters have actively reversed the dereliction of abandoned buildings, this article aims to build a defence of certain types of squatting based on the limitations Locke has placed on the appropriation and the retention of property. (shrink)

Rethinking the ways modern science encodes destructive political philosophies.

The field of AI safety seeks to prevent or reduce the harms caused by AI systems. A simple and appealing account of what is distinctive of AI safety as a field holds that this feature is constitutive: a research project falls within the purview of AI safety just in case it aims to prevent or reduce the harms caused by AI systems. Call this appealingly simple account The Safety Conception of AI safety. Despite its simplicity and appeal, we argue that (...) The Safety Conception is in tension with at least two trends in the ways AI safety researchers and organizations think and talk about AI safety: first, a tendency to characterize the goal of AI safety research in terms of catastrophic risks from future systems; second, the increasingly popular idea that AI safety can be thought of as a branch of safety engineering. Adopting the methodology of conceptual engineering, we argue that these trends are unfortunate: when we consider what concept of AI safety it would be best to have, there are compelling reasons to think that The Safety Conception is the answer. Descriptively, The Safety Conception allows us to see how work on topics that have historically been treated as central to the field of AI safety is continuous with work on topics that have historically been treated as more marginal, like bias, misinformation, and privacy. Normatively, taking The Safety Conception seriously means approaching all efforts to prevent or mitigate harms from AI systems based on their merits rather than drawing arbitrary distinctions between them. (shrink)

In _Sciences from Below_, the esteemed feminist science studies scholar Sandra Harding synthesizes modernity studies with progressive tendencies in science and technology studies to suggest how scientific and technological pursuits might be more productively linked to social justice projects around the world. Harding illuminates the idea of multiple modernities as well as the major contributions of post-Kuhnian Western, feminist, and postcolonial science studies. She explains how these schools of thought can help those seeking to implement progressive social projects (...) refine their thinking to overcome limiting ideas about what modernity and modernization are, the objectivity of scientific knowledge, patriarchy, and Eurocentricity. She also reveals how ideas about gender and colonialism frame the conventional contrast between modernity and tradition. As she has done before, Harding points the way forward in _Sciences from Below_. Describing the work of the post-Kuhnian science studies scholars Bruno Latour, Ulrich Beck, and the team of Michael Gibbons, Helga Nowtony, and Peter Scott, Harding reveals how, from different perspectives, they provide useful resources for rethinking the modernity versus tradition binary and its effects on the production of scientific knowledge. Yet, for the most part, they do not take feminist or postcolonial critiques into account. As Harding demonstrates, feminist science studies and postcolonial science studies have vital contributions to make; they bring to light not only the male supremacist investments in the Western conception of modernity and the historical and epistemological bases of Western science but also the empirical knowledge traditions of the global South. _Sciences from Below_ is a clear and compelling argument that modernity studies and post-Kuhnian, feminist, and postcolonial sciences studies each have something important, and necessary, to offer to those formulating socially progressive scientific research and policy. (shrink)