Abstract : Background: Vegetable agriculture is very important to human continued existence and remains a key driver of many economies worldwide, especially in underdeveloped and developing economies. Objectives: There is an increasing demand for food and cash crops, due to the increasing in world population and the challenges enforced by climate modifications, there is an urgent need to increase plant production while reducing costs. Methods: In this paper, Lemon classification approach is presented with a dataset that contains approximately (...) 2,000 images belong to 3 species at a few developing phases. Convolutional Neural Network (CNN) algorithms, a deep learning technique extensively applied to image recognition was used, for this task. The results: found that CNN-driven lemon classification applications when used in farming automation have the latent to enhance crop harvest and improve output and productivity when designed properly. The trained model achieved an accuracy of 99.48% on a held-out test set, demonstrating the feasibility of this approach. (shrink)

Retraction note: Bocanegra García, C. A. (2023). Climate variability in the city of Trujillo-Peru. HUMAN REVIEW. International Humanities Revista Internacional De Humanidades, 19(3), 1–12 https://doi.org/10.37467/revhuman.v11.4920 The Editorial Office of Eurasia Academic Publishing Group has retracted this article. An investigation carried out by our Research Integrity Department has found a group of articles, among which this one is found, that are not within the thematic scope of the journal. We believe that the editorial process was manipulated and, furthermore, acceptance decisions (...) were made under possibly inappropriate peer review. (shrink)

This article offers a descriptive and analytic view of the different stages leading to the constitution of a corpus that is representative of the issues of climate and energy justice. Overall, the corpus contains over five million words and gathers reports, newsletters and web-pages dealing with the most equitable ways of moving to a low-carbon future in the aim of limiting climate change. It can be divided into six sub-corpora, according to types of discourse communities, and methods of (...) constitution. We begin by presenting the small Do It Yourself (DIY) corpora which were used as a starting point. Three discourse communities were selected to observe possible variation in their treatment of the issue: Non-Governmental Organisations (NGOs), United-Nation institutions, and the Renewable Energy Sector (RES). The sources are selected according to author, date, keywords in title. Using the concordance Antconc and WMatrix software we test the reliability of the corpora for their thematic content, terminology and lexical unit classification. Our first results enable us to confirm variation between the discourse communities. The discrepancy in sizes and the time-consuming nature of the initial DIY corpus constitution lead us to use BootCat to extend them, using keywords from the corpora as seeds to retrieve and download webpages. We thus contrast a more traditional approach to corpus building to web-as-corpus data gathering methods. We compare the results found in the BootCat corpora to test if they are as specific as those in the DIY corpora. This enables us to draw conclusions on the possible uses and advantages of relatively small corpora for the study of specialised discourse. (shrink)

A critical comparative analysis of howfarmers and scientists classify and manage soilsreveals fundamental differences as well assimilarities. In the past, the study of local soilknowledge has been predominantly targeted atdocumenting how farmers classified their soils incontrast to understanding how such classificatoryknowledge was made use of in actually managing soilsfor sustaining production. Often, classificatorydesigns – being cognitive and linguistic in nature –do not reflect the day-to-day actions in farming.Instead of merely describing local soil classificationin relation to scientific criteria, understanding howdifferent types (...) of ethnolinguistic soil categories arerelated to crops, climate, subsistence needs,fertility, market demand, and cultural norms of thesociety would be far more effective in focusingresearch and development efforts. (shrink)

When do probability distribution functions (PDFs) about future climate misrepresent uncertainty? How can we recognise when such misrepresentation occurs and thus avoid it in reasoning about or communicating our uncertainty? And when we should not use a PDF, what should we do instead? In this paper we address these three questions. We start by providing a classification of types of uncertainty and using this classification to illustrate when PDFs misrepresent our uncertainty in a way that may adversely (...) affect decisions. We then discuss when it is reasonable and appropriate to use a PDF to reason about or communicate uncertainty about climate. We consider two perspectives on this issue. On one, which we argue is preferable, available theory and evidence in climate science basically excludes using PDFs to represent our uncertainty. On the other, PDFs can legitimately be provided when resting on appropriate expert judgement and recognition of associated risks. Once we have specified the border between appropriate and inappropriate uses of PDFs, we explore alternatives to their use. We briefly describe two formal alternatives, namely imprecise probabilities and possibilistic distribution functions, as well as informal possibilistic alternatives. We suggest that the possibilistic alternatives are preferable. -/- . (shrink)

Geoengineering is typically defined as a techno-scientific response to climate change that differs from mitigation and adaptation, and that includes diverse individual technologies, which can be classified as either solar radiation management or carbon dioxide removal. We analyse the representation of geoengineering on Wikipedia as a way of opening up this dominating, if contested, model for further debate. We achieve this by contrasting the dominating model as presented in the encyclopaedic article texts with the patterns of hyper-link associations between (...) the articles. Two datasets were created tracing the geoengineering construct on Wikipedia, shedding light on its boundary with its context, as well as on its internal structure. The analysis shows that the geoengineering category tends to be associated on Wikipedia primarily with atmospheric solar radiation management rather than land-based carbon dioxide removal type technologies. The results support the notion that the dominant model of defining and classifying geoengineering technology has been beneficial for solar radiation management type technologies more than for land-based carbon dioxide removal ones. The article also demonstrates that controversy mapping with Wikipedia data affords analysis that can open up dominating definitions and classifications of technologies, and offer resistance to their frequent naturalising and decontextualising tendencies. This work is in line with recent work on digital sociology, but the article contributes a new methodology and reports on the first empirical application of controversy mapping using Wikipedia data to a technology. (shrink)

Communities, policy actors and conservationists benefit from understanding what institutions and land management regimes promote ecosystem services like carbon sequestration and biodiversity conservation. However, the definition of success depends on local conditions. Forests’ potential carbon stock, biodiversity, and rate of recovery following disturbance are known to vary with a broad suite of factors including temperature, precipitation, seasonality, species’ traits and land use history. Methods like forest changes over time , and comparison with 'pristine' reference forests have been proposed to compare (...) the structure and biodiversity of forests in the face of underlying differences. However, data from previous visits or reference forests may be unavailable or costly to obtain. Here, we introduce a new metric of locally weighted forest inter-comparison to mitigate the above shortcomings. This method is applied to an international database of nearly 300 community forests, and compared with previously published techniques. It is particularly suited to large databases where forests may be compared among one another. Further, it avoids problematic comparisons with old-growth forests which may not resemble the goal of forest management. In most cases, the different methods produce broadly congruent results, suggesting that researchers have the flexibility to compare forest conditions using whatever type of data is available. Forest structure and biodiversity are shown to be independently measurable axes of forest condition, although users’ and foresters’ estimations of seemingly unrelated attributes are highly correlated, perhaps reflecting an underlying sentiment about forest condition. These findings contribute new tools for large-scale analysis of ecosystem condition and natural resource policy assessment. Although applied here to forestry, these techniques have broader applications to classification and evaluation problems using crowdsourced or repurposed data for which baselines or external validations are not available. (shrink)

Sports organizations face various ethical challenges. To tackle these, ethical codes are becoming increasingly popular instruments. However, a lot of questions remain concerning their effectiveness. There is a particular lack of knowledge when it comes to their form and content, and on the influence of these features on the effectiveness of these codes of ethics. Therefore, we developed a framework to analyze ethical codes and used this to assess codes of ethics in sports clubs from six disciplines. The form and (...) content characteristics of the codes were tested for their impact on the ethical climate of sports clubs. Our results show that most codes focus on the themes of integrity, and on solidarity among the members of sports clubs. Deontological phrasing is dominant in ethical codes in sports clubs. The occurrence of comprehension aids, such as examples, and procedural content, such as the mentioning of sanctions, is low. When it comes to code effectiveness, i.e., the influence on the ethical climate, we see a positive significant effect of the use of consequentialist oriented statements, and of the combination of regulatory and inspirational phrasing. Also the presence of explicit guidelines for the members of the board had a positive significant affect. This shows that codes should be a source of inspiration and stimulate moral awareness, rather than merely guide behavior by simple rules. Other content elements do not influence code effectiveness, suggesting that ethical codes merely have a function of raising ethical awareness in sports clubs. These results help to shed light on what it takes for a code of ethics to become a useful and effective instrument to tackle unethical behavior in sports clubs. (shrink)

Sports organizations face various ethical challenges. To tackle these, ethical codes are becoming increasingly popular instruments. However, a lot of questions remain concerning their effectiveness. There is a particular lack of knowledge when it comes to their form and content, and on the influence of these features on the effectiveness of these codes of ethics. Therefore, we developed a framework to analyze ethical codes and used this to assess codes of ethics in sports clubs from six disciplines. The form and (...) content characteristics of the codes were tested for their impact on the ethical climate of sports clubs. Our results show that most codes focus on the themes of integrity, and on solidarity among the members of sports clubs. Deontological phrasing is dominant in ethical codes in sports clubs. The occurrence of comprehension aids, such as examples, and procedural content, such as the mentioning of sanctions, is low. When it comes to code effectiveness, i.e., the influence on the ethical climate, we see a positive significant effect of the use of consequentialist oriented statements, and of the combination of regulatory and inspirational phrasing. Also the presence of explicit guidelines for the members of the board had a positive significant affect. This shows that codes should be a source of inspiration and stimulate moral awareness, rather than merely guide behavior by simple rules. Other content elements do not influence code effectiveness, suggesting that ethical codes merely have a function of raising ethical awareness in sports clubs. These results help to shed light on what it takes for a code of ethics to become a useful and effective instrument to tackle unethical behavior in sports clubs. (shrink)

Scholarship has grown increasingly nuanced in its grappling with the intersections of religion, science, and technology but requires a new paradigm. Contemporary approaches to specific technologies reveal a wide variety of perspectives but remain too often committed to typological classification. To be vigilant of our obligation to understand and reveal, scholars in the study of religion, science, and technology can adopt a hydra‐logical stance: we can recognize that there are cultural monsters possessing scientific, technological, and religious heads. These heads (...) may work with a common agenda or they might not. They might disagree, pulling their shared body back and forth in a public commotion that lays waste to their surroundings. They might see past one another or move in tandem—purposively or not. Evaluations of climate response and AI benefit from seeing how the various heads are inseparable: indeed, cutting one off simply promotes the growth of new heads. Methodological and analytical clarity, therefore, emerges in the transition from schemes of classification to the recognition of hydras. (shrink)

In the current climate of dramatic advances in the neurosciences, it has been widely assumed that the diagnosis of mental disorder is a matter exclusively for value-free science. Starting from a detailed case history, this paper describes how, to the contrary, values come into the diagnosis of mental disorders, directly through the criteria at the heart of psychiatry's most scientifically grounded classification, the American Psychiatric Association's DSM (Diagnostic and Statistical Manual). Various possible interpretations of the prominence of values (...) in psychiatric diagnosis are outlined. Drawing on work in the Oxford analytic tradition of philosophy, it is shown that, properly understood, the prominence of psychiatric diagnostic values reflects the necessary engagement of psychiatry with the diversity of individual human values. This interpretation opens up psychiatric diagnostic assessment to the resources of a new skills-based approach to working with complex and conflicting values (also derived from analytic philosophy) called 'values-based practice.' Developments in values-based practice in training, policy and research in mental health are briefly outlined. The paper concludes with an indication of how the integration of values-based with evidence-based approaches provides the basis for psychiatric practice in the twenty-first century that is both science-based and person-centred. (shrink)

Mainstream climate economics takes global warming seriously, but perplexingly concludes that the optimal economic policy is to almost do nothing about it. This conclusion can be traced to just a few “normative” assumptions, over which there exists fundamental disagreement amongst economists. This paper explores two axes of this disagreement. The first axis measures faith in the invisible hand to adjust the natural thermostat. The second axis expresses differences in views on the efficiency and equity implications of climate action. (...) The two axes combined lead to a classification of conflicting approaches in climate economics. The variety of approaches does not imply a post-modern “anything goes”, as the contradictions between climate and capitalism cannot be wished away. (shrink)

As climate change continues to be a pressing issue affecting businesses, firms are taking proactive measures by integrating carbon considerations into their overall strategic planning for environmental sustainability. Nonetheless, the question of whether it pays to be green remains inconclusively answered. Based on an analysis of the 200 largest public listed firms by market capitalisation in Malaysia, the findings indicated that most of the firms are still reactive in managing their carbon activities; however, corporate carbon strategy does, indeed, lead (...) to better financial performance. The findings reaffirmed that going green pays off, particularly for firms with higher levels of foreign ownership. Interestingly, an inverse relationship was observed among firms with higher levels of government shareholdings. Additionally, the firms have been categorised into six different groups based on their scope and level of corporate carbon strategies, ranging from “wait-and-see” to “all-round explorer” classifications. Taken together, these findings enrich corporate carbon and sustainability literature and offer insights into theoretical and policy implications, along with suggestions for future research. (shrink)

Decisions in the environmental and in particular the climate domain are burdened with uncertainty. Here, we focus on uncertainties faced by individuals when making decisions about environmental behavior, and we use the statistical sampling framework to develop a classification of different sources of uncertainty they encounter. We then map these sources to different public policy strategies aiming to help individuals cope with uncertainty when making environmental decisions.

This volume brings scholarly attention to the Midwest and to how broader concerns of environmental ethics manifest. Consisting of eight essays, a wide range of topics is covered, such as agrarian ethics and Stoicism, the Dakota access pipeline and Indigenous women's activism, philosophy of law and species classification, environmental justice and the Flint water crisis, hog farming and anti-microbial drug resistance, science education standards and climate change education, virtue ethics and ecological restoration, and environmental pragmatism and the Clear (...) Water Act; and more. Each accessibly written chapter brings multidisciplinary complexity to bear on this complex region. The authors include philosophers working in environmental ethics and other subfields of philosophy, and together with scholars in fields such as environmental sociology, American Indian studies, and environmental studies, they provide a fresh and necessary perspective on the American Midwest. (shrink)

Lo que viene ocurriendo en la ciudad de Trujillo (Perú), es un notorio cambio en variabilidad climática que se presenta sobre todo a partir de la década de 90, atribuible a la transformación de lo que fue un ecosistema costero desértico por una impresionante cubierta de vegetales (proyecto de irrigación Chavimochic). La metodología responde a un estudio descriptivo que consistió en la recopilación de información secundaria sobre variables como temperatura, humedad, y precipitación. Las conclusiones corroboraron la hipótesis de que la (...) transformación del ecosistema desértico costero por vegetación artificial aporta a la variabilidad climática en la ciudad de Trujillo. (shrink)

In programs of acoustic survey, the amount of data collected and the lack of automatic routines for their classification and interpretation can represent a serious obstacle to achieving quick results. To overcome these obstacles, we are proposing an ecosemiotic model of data mining, ecoacoustic event detection and identification, that uses a combination of the acoustic complexity indices and automatically extracts the ecoacoustic events of interest from the sound files. These events may be indicators of environmental functioning at the scale (...) of individual vocal species, the acoustic community, the sound marks, or the soundscape. The EEDI model is represented by three procedural steps: 1) selecting acoustic data according to environmental variables, 2) detecting the events by creating an ecoacoustic event space produced by plotting ACIft and its evenness, 3) identifying events according to the level of correlation between the acoustic signature of the detected events and an ad hoc library of previously identified events. The EEDI procedure can be extensively used in basic and applied research. In particular, EEDI may be used in long-term monitoring programs to assess the effect of climate change on individual vocal species behavior, population, and acoustic community dynamics. The EEDI model can be also used to investigate acoustic human intrusion in natural systems and the effect in urban areas. (shrink)

In the current climate of dramatic advances in the neurosciences, it has been widely assumed that the diagnosis of mental disorder is a matter exclusively for value-free science. Starting from a detailed case history, this paper describes how, to the contrary, values come into the diagnosis of mental disorders, directly through the criteria at the heart of psychiatry's most scientifically grounded classification, the American Psychiatric Association's DSM . Various possible interpretations of the prominence of values in psychiatric diagnosis (...) are outlined. Drawing on work in the Oxford analytic tradition of philosophy, it is shown that, properly understood, the prominence of psychiatric diagnostic values reflects the necessary engagement of psychiatry with the diversity of individual human values. This interpretation opens up psychiatric diagnostic assessment to the resources of a new skills-based approach to working with complex and conflicting values called 'values-based practice.' Developments in values-based practice in training, policy and research in mental health are briefly outlined. The paper concludes with an indication of how the integration of values-based with evidence-based approaches provides the basis for psychiatric practice in the twenty-first century that is both science-based and person-centred. (shrink)

When Australia was circumnavigated by Europeans in 1801–02, French and British natural historians were unsure how to describe the Indigenous peoples who inhabited the land they charted and catalogued. Ideas of race and of savagery were freely deployed by both British and French, but a discursive shift was underway. While the concept of savagery had long been understood to apply to categories of human populations deemed to be in want of more historically advanced ‘civilisation’, the application of this term in (...) the late 18th and early 19th centuries was increasingly being correlated with the emerging terminology of racial characteristics. The terminology of race was still remarkably fluid, and did not always imply fixed physical or mental endowments or racial hierarchies. Nonetheless, by means of this concept, natural historians began to conceptualise humanity as subject not only to historical gradations, but also to the environmental and climatic variations thought to determine race. This in turn meant that the degree of savagery or civilisation of different peoples could be understood through new criteria that enabled physical classification, in particular by reference to skin colour, hair, facial characteristics, skull morphology, or physical stature: the archetypal criteria of race. While race did not replace the language of savagery, in the early years of the 19th century savagery was re-inscribed by race. (shrink)

Centering on his relationship with Gertrud Bing from 1958 until her death in 1964 — as well as, to a lesser extent, on his relationship with Ernst Gombrich — the author recalls his informal induction during those years into a tradition of thought and an intellectual climate that Aby Warburg had embodied in the Institute and Library that he founded in Hamburg. The Institute is described as existing, during the late 1950s and early 1960s in London, less as a (...) formal institution than as the interaction of some two dozen émigrés with what the author describes as “the intention of the books” and the Library's “frame of mind.” The essay — which is a somewhat revised excerpt from the author's memoir Episodes: A Memorybook (2010) — goes on to detail various habits of classification in the Warburg Library's arrangement and to show how these have entailed assumptions about how the human world works. (shrink)

‘‘Post-normal science’’ has received much attention in recent years, but like many iconic concepts, it has attracted differing conceptualizations, applications, and implications, ranging from being a ‘‘cure-all’’ for democratic deficit to the key to achieving more sustainable futures. This editorial article introduces a Special Issue that takes stock of research on PNS and critically explores how such research may develop. Through reviewing the history and evolution of PNS, the authors seek to clarify the extant definitions, conceptualizations, and uses of PNS. (...) The authors identify five broad areas of research on, or using, PNS which have developed over four decades. Their analysis suggests that the 1990s represent a symbolic watershed in the use of PNS terminology, when the concept was further developed and applied to highly complicated issues such as climate change. The authors particularly distinguish between uses of PNS as a normative prescription and as a practical method. Through this classification, they set out gaps and research questions arising. They then briefly summarize the Special Issue articles and consider their relationship to each other and the research questions raised by their analysis. They conclude by considering what the articles in this issue suggest for future theory building in PNS and related scholarship. (shrink)

The Dynamics of Social Practice -- Introducing Theories of Practice -- Materials and Resources -- Sequence and Structure -- Making and Breaking Links -- Material, Competence and Meaning -- Car-Driving: Elements and Linkages Making Links -- Breaking Links -- Elements Between Practices -- Standardization and Diversity -- Individual and Collective Careers -- The Life of Elements -- Modes of Circulation -- Transportation and Access: Material -- Abstraction, Reversal and Migration: Competence -- Association and Classification: Meaning -- Packing and Unpacking (...) -- Emergence, Disappearance and Persistence -- Recruitment, Defection and Reproduction -- First Encounters: Networks and Communities -- Capture and Commitment: Careers and Carriers -- Collapse and Transformation: The Dynamics of Defection -- Daily Paths, Life Paths and Dominant Projects -- Connections Between Practices -- Bundles and Complexes -- Collaboration and Competition -- Selection and Integration -- Coordinating Daily Life -- Circuits of Reproduction -- Monitoring Practices-as-Performances -- Monitoring Practices-as-Entities -- Cross-Referencing Practices-as-Performances -- Cross-Referencing Practices-as-Entities -- Aggregation -- Elements of Coordination -- Intersecting Circuits -- Representing the Dynamics of Social Practice -- Representing Elements and Practices -- Characterizing Circulation -- Competition, Transformation and Convergence -- Reproducing Elements, Practices and Relations between Them -- Time and Practice -- Space and Practice -- Dominant Projects and Power -- Promoting Transitions in Practice -- Climate Change and Behaviour Change -- Basis of Action -- Processes of Change -- Positioning Policy -- Transferable Lessons -- Practice Theory and Climate Change Policy -- Configuring Elements of Practice -- Configuring Relations between Practices -- Configuring Careers: Carriers and Practices -- Configuring Connections -- Practice Oriented Policy Making. (shrink)

Teachers and teacher educators in the US struggle with conflicting needs. They must think critically and adaptively in response to the rapidly changing demographics of their students and adjust to a policy climate that emphasizes standardization, measurement, and disregard for teachers as professionals. Embattled pre-service teacher education programs in institutions of higher education have traditionally sought to develop teacher candidates’ knowledge, skills, and dispositions. The authors argue that in the current climate pre-service teachers also must appropriate conceptual frameworks (...) to support their development as responsive professionals. While dispositions are beliefs and attitudes the origin and teaching of which remain in dispute, concepts like social justice, political-economic equity, and formative assessment are abstract ideas or concepts that inform practice. Conceptual tools, i.e., concepts, theories, and frameworks, guide novice teachers in making decisions in response to the growing and rapidly changing student populations they will teach as well as the policy contexts that constrain their teaching practice. The appropriation of conceptual tools contributes to development of vision and adaptive expertise required by responsive teacher professionals. Using an activity theory framework developed by Wartofsky that draws in particular on the classification of artifacts, or tools, this article frames and critically examines teachers’ need for conceptual tools, the appropriation of those tools, and a mixed methods study of that appropriation. The study demonstrates that teacher candidates do appropriate conceptual tools, but that measurement of that process, though desirable in the current policy context, requires the development of a systematic and replicable methodology. (shrink)

The economic importance of optimizing the environmental situation from the perspective of an entrepreneur are assessed in the article. The classification of administrative decisions taken in the course of the business activities is proposed. The authors identified a group of solutions directly providing optimization of environment external to the enterprise, solutions that have an indirect positive impact on the environment and solutions that improve ecology of industrial premises. The nature of economic effect of resulting solutions of various types is (...) taken into account. Vectors of influence of working conditions on the economic results of business activities are described. The nature and strength of the impact of model management decisions results of business activities are defined. Key performance indicators of entrepreneurial activity are identified: employee productivity, the amount of revenue and profitability, solvency, staff stability, the competitiveness of enterprises. Grouping the costs of ecological parameters optimization of the production environment is proposed. Relationship between level of working conditions and socio-psychological climate in the collective enterprise is disclosed. The methods of motivation of entrepreneurs in solving of environmental, production problems are considered. The role of training entrepreneurs engaged of medium and small businesses are underlined especially. Thus, in the article the relationship between environmental and economic problems of entrepreneurial activity is investigated. Role and opportunities of entrepreneurs in solving these problems are defined and structured. (shrink)

What sort of philosophical work are natural kinds suited for? Scientific realists often contend that they provide the ‘aboutness’ of successful of scientific classification and explain their epistemic utility (among other side hustles). Recent history has revealed this to be a tricky job — particularly given the present naturalistic climate of philosophy of science. As a result, we’ve seen an explosion of different sorts of theories. This phenomenon that has suggested to some that philosophical theorizing about natural kinds (...) has reached a sort of ‘scholastic twilight’ and that the concept (or family of concepts) has outlived its utility: perhaps there’s no work natural kinds are suited for. While I think this pessimistic take is unwarranted, I will argue that it is worth rethinking the roles to which a reasonably naturalistic account of natural kinds can be fruitfully put. Natural kinds deserve a shorter work week. (shrink)

In ethical reflections on new technologies, a specific type of argument often pops up, which criticizes scientists for “playing God” with these new technological possibilities. The first part of this article is an examination of how these arguments have been interpreted in the literature. Subsequently, this article aims to reinterpret these arguments as symbolic arguments: they are grounded not so much in a set of ontological or empirical claims, but concern symbolic classificatory schemes that ground our value judgments in the (...) first place. Invoking symbolic arguments thus refers to how certain new technologies risk undermining our fundamental symbolic distinctions by which we organize and evaluate our interactions with the world and in society. Such symbolic distinctions, moreover, tend to be resilient against logical argumentation, mainly because they themselves form the basis on which we argue in the cultural and ethical sphere in the first place. Therefore, effective strategies to evaluate and counter these arguments require another approach, showing that these technologies either do not challenge these classifications or, if they do, how they can be accompanied by the proper actions to integrate these technologies into our society. (shrink)

Background: Detecting and classifying fish diseases is crucial for maintaining the health and sustainability of aquaculture systems. This study employs deep learning techniques, particularly Convolutional Neural Networks (CNNs), to automate the detection of various fish diseases using image data. Methods: The study utilizes a carefully curated dataset sourced from the Kaggle database, comprising images representing seven distinct types of fish diseases, along with images of healthy fish. Data preprocessing techniques, including resizing, rescaling, denoising, sharpening, and smoothing, are applied to enhance (...) image quality and facilitate accurate disease detection. Data augmentation is employed to increase the model's ability to generalize to unseen data. The CNN architecture is designed with cascading convolutional layers, ReLU activation functions, and pooling operations to extract high-level features associated with fish infections. The model architecture, implemented using the Keras Sequential API, includes convolutional layers, max pooling layers, and densely connected layers for classification. Results: Experimental results demonstrated promising performance across various disease categories, with high accuracy and balanced precision and recall values for most classes. The study also discussed the impact of climate change on fish disease incidence and underscores the importance of effective monitoring and management practices facilitated by technological innovations such as Big Data, IoT, sensors, and robotics in ensuring sustainable fisheries management. (shrink)

Energy system planning becomes essential in order to match demand and supply, where cost minimization is a primary objective. In addition, it is also of great significance in assessing the proper mix of energy sources so that energy systems meet the given load profile in a most efficient and cost-effective way. Lately, climate change has brought an increased amount of challenge for energy systems planners. As a result, there are varieties of planning methods and tools available today, either commercially (...) or noncommercially. However, from the literature it is evident that most of these tools are targeted primarily for the developed world, thus leaving the developing world behind, where the energy issue is even more critical. Hence, the principal focus of this article is on the study of rural energy systems planning tools that have been developed so far and an assessment of their features. In a nutshell, this article presents a background review on rural electrification studies from the perspective of available planning and modeling tools. First, an overview of the energy models and their classifications are briefly discussed in general. Afterward, various rural energy models developed so far are reviewed. This review article will give a quick and broad picture of rural energy models and assist researchers, policy makers, and energy planners who are working with energy systems in the developing world. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Resisting Structural Evil: Love as Ecological-Economic Vocation by Cynthia Moe-LobedaKiara A. JorgensonReview of Resisting Structural Evil: Love as Ecological-Economic Vocation CYNTHIA MOE-LOBEDA Minneapolis: Fortress Press, 2013. 309 pp. $22.00The factors that have contributed to today’s perilous global economy and ecology originate in structures that predate recent implosions of international banks or measurements of rising climates. These structures—systemic and social while also personal—are the focus of Moe-Lobeda’s work, Resisting (...) Structural Evil: Love as Ecological-Economic Vocation. Convinced that sin and violence is “uncreating” the beauty of God’s interdependent community and can only be countered and alleviated by a moral vision structured around “justice-seeking love,” Moe-Lobeda provides a compelling theological critique and reconstruction of the Christian concept of love by way of a fresh retrieval of the classical Christian doctrine of vocation.The book’s argument consists of a tapestry of sobering statistics, theological analysis, and narrative prose. Early on Moe-Lobeda takes great care to explain how the moral crises of today relate to the embedded social structures of yesterday. Here her attention to the globalization of economies and subsequent ecological injustice is particularly helpful since few contemporary texts make explicit this critical connection. In a chapter titled “Countering Moral Oblivion” she also devotes attention to why seemingly good people, particularly good Christians, passively and ignorantly participate in systems of oppressive power. This portion of her book, coupled with her discussion of how Christian theology can be a resource of hope, is empowering and particularly attentive to the role of biblical theology in the ecological conversation. Unlike many other theoretical books on the topic, Moe-Lobeda’s book can be appropriated as a tool for lifestyle appraisal useful to the academician, pastor, and lay reader alike. Indeed, Moe-Lobeda can evoke discomfort with her compelling vision and challenging call for a change in our current practices.Pivoting her argument on the promise of hope, the second half of Resisting Structural Evil discusses what can and must be realized. And it is here that Moe-Lobeda’s voice makes a contribution not only to Christian ecological ethics but also to Christian social ethics at large. Vocation, she argues, encompasses more than what traditional renderings of vocare have sought to connote. The human call to life is a call to love in compassion and justice both the neighbor [End Page 208] and the self, and must be made manifest in the public sphere. What is more, one must fulfill one’s vocation not only for the sake of the human other but also for the benefit of the oikos (household) present within all economic and ecological communities. To this end, Moe-Lobeda’s attention to love as vocation uniquely characterizes her approach to ecological ethics, thereby transcending traditional deontolological or teleological classifications. Unique within Protestant work on ecological ethics, Resisting Structural Evil provides a fresh depiction of character ethics wherein the pursuit of moral aptitude is fundamentally rooted in biotic community.This very strength may also foster some critique since Moe-Lobeda’s schema is so thoroughly corporate in scope that it affords little time and attention to what some virtue and character ethicists would call the inward journey. Yet Moe-Lobeda, aligned with the liberal and feminist traditions from which she hails, views love and power as inseparable. “What is needed,” she argues, “is a realization that power without love is reckless and abusive and that love without power is sentimental and anemic” (169). Hence, on a very fundamental level Resisting Structural Evil is a book arguing for a radically new paradigm, one where the enormity of today’s crises is met with an equally comprehensive dose of transformative loving power.Kiara A. JorgensonLuther SeminaryCopyright © 2015 Society of Christian Ethics... (shrink)

June 2022 A Revolutionary New Metaphysics, Based on Consciousness, and a Call to All Philosophers We are in a unique moment of our history unlike any previous moment ever. Virtually all human economies are based on the destruction of the Earth, and we are now at a place in our history where we can foresee if we continue on as we are, our own extinction. As I write, the planet is in deep trouble, heat, fires, great storms, and record flooding, (...) weather patterns drastic everywhere. Capitalism has been so successful in supplying us with an endless array of consumer items, that we have never noticed there is a cost. But there is a cost, the cost is the very life of the Earth herself, and now the day of reckoning is here. Days of reckoning are most often days of rath. But I am hoping that this is a day of major Awakening over the entire planet. We have caused a crisis so great for the Earth we can hardly get our minds around it. But I am proposing that deeply embedded in the crisis are ideas, about who and what the Earth is, Ourselves, and what we are here for. I am proposing that this is a call to all philosophy and philosophers to rethink ourselves from the ground up. The human race has never gotten the Earth right and now we must, for the Earth is the true foundation for civilization. We are in deep trouble with the Earth, and it owes to the fact that the great male thinkers never got the Earth right, they could never make the connection between the life of mind and the life of the Earth. I am proposing that deeply embedded in the crisis we are in are ideas. And that in fact the planet is in the grip of a false metaphysics, and scientific image of nature that really comes most recently from Descartes. His conviction that matter, and with it the Earth, are simply the weighable, the measurable the extended in space and time, utterly devoid of any inner life of mind thoughts or Consciousness. This view of matter and the Earth goes back to the very dawn of thought, Descartes is just its most recent and comprehensive version of things. This view of matter is really a false metaphysics that dominates most of the modern world and underpins the whole scientific image of nature itself. I am proposing this is a false metaphysics and offering a new version of things based on Consciousness. If there is a single idea fueling and driving the destruction of the planet, it is the conviction that the Earth is something without Consciousness. When you intend to ravage and savage the planet, turn it into consumer items to be converted into money in the bank, first pretend that all of the bright beings in the natural world are devoid of Consciousness, just “things” you do not have to have any conscious about destroying them. I am proposing that this term Consciousness, that has appeared as term and a problem for modern science, is the key to getting ourselves right with the Earth. I propose this new theory for science will ramify into every other disciplines as well, and the ways we think just about everything. This old paradigm based on a false theory of matter, has run its course, it has brought us to the brink of our own extinction. We need new ideas, and we need them now. You will find my recent work in the Scientific God Journal under the title: Consciousness as the Organizing Principle, and a very complete version of my arguments for this term Consciousness, along with radical reinterpretation of modern science itself, on the Galileo Commission site. It is a radical moment for all of the thinkers among us, take this as my small contribution to rethinking ourselves in new terms, based on my understanding that the true basis for the whole of Being, the Universe, the Cosmos, and with them Ourselves, is this term Consciousness. And unpack it. And I predict that with this term Consciousness every intractable human problem in both science and the modern world will go down like a line of dominos before it. And so, here are a few new ideas I would offer you. These are the times of the Reappearance of the Feminine, a great Awakening as of Springtime after a long dark and lonely Winter. We are leaving behind us an old civilization based on male dominance, fear lies and control, now in decay, disease, and death disintegrating all around us. We are moving into a whole new civilization based on Love and Truth. A new civilization requires new basic terms values and first principles. And so, I return to Descartes. 1. Just over 300 years ago a young man travelling with the army found himself stranded in a foreign town in a bare room lit by a candle with nothing to do but think. And in a couple of nights Descartes laid the entire thought foundations for modern science and most of the modern world. It isn’t clear that modern philosophers with their funding sources of grants, their graduate students, their reputation and all the perks and privileges of academia can do any better. Descartes claimed there are just two principles in the Universe, Matter and Mind. God was pure mind; human beings were mind and matter. And we are the only ones on the planet with mind. Everything else all of the bright array of beings who share the planet with us are simply matter. And matter? The weighable the measurable the extended in space and time utterly devoid of any inner life of thoughts, feelings, or Consciousness This classification was a boon for developing science. Scientists did not have to worry about any inner life in nature, ideas or Consciousness, they could just set about weighing and measuring, as they have until the present day. But it was a disaster for the Earth. Earth was once worshiped as a Goddess. With Descartes she became almost overnight “things.” Simply commodities and resources, an endless of supply of consumer items, to be turned into money in the bank. And now Descartes concept of matter is up for us. If there is a single idea that is enabling and driving the destruction of the Earth, it is the conviction that Earth is something without Consciousness. This whole scientific image of nature as something devoid of Consciousness is driving the destruction of the Earth, and driving us all insane, and it needs to change. Ever since Descartes formulated Dualism, scientists and philosophers have been trying to get rid of it. They have done this by attempting to make matter the fundamental term of reality, and to explain mind or Consciousness in terms of matter. And now, Consciousness has emerged as term and a problem for modern science. 2. The prevailing Universe picture has been mainly based on the belief that Consciousness appears only at the end of evolution in ourselves and some of the higher animals when matter attains “a certain state of complexity” and it is produced by neurons in the brain. But Consciousness is nothing real in itself, the neurons are doing the work, Consciousness is simply a byproduct of neural activity. As William James summed up this position, not his: Consciousness is to the brain as a shadow to the runner, it runs beside him but never influences his stride. And so, the great problem of neuroscience: How do neurons produce Consciousness? So far, no one has been able to say how. All we have is parallelism. Two processes are running in parallel a train of neural events and a train of Consciousness events. And so, which one is primary? The face of neuroscience and much of the modern world is that the neural events are what is really real, Consciousness is secondary. The conviction that Consciousness is something produced by neurons is so deeply held and has been so for so long, that it seems like an obvious fact. It is in fact an assumption and a theory, and it could all well be the other way around. The scientific image of nature as something devoid of Consciousness is now up for us. It has enabled the destruction of the Earth, and we are now at a unique place in our own evolution where we can foresee if we continue on as we are, our own extinction. And so, there are the best reasons for rethinking Descartes concepts of matter. Scientists and philosophers have been trying to escape dualism by making matter the fundamental term. And now, this has not worked. In a nutshell: The mind body problem, the “hard problem of Consciousness” ---how do neurons in the brain, atoms and molecules give rise to ideas thoughts and feelings and who what and where is the “I” who sees them? And then, the near-death experience. I remind you of the truth of the near-death experience. The body in the bed is brain dead eeg flat, but the patient, pure Consciousness is hovering at the ceiling watching the doctors work over the body below, able to read dials he could not have seen from the bed, sometimes able to events in the corridor beyond the room, all subsequently confirmed by the doctors. Evidence as good as it gets that the patient really was out of his body. And so, the patient is able to see without eyes, hear without ears and to think and remember without a brain. There is not a single scientific principle that can account for this. And I am proposing that the near-death experience is a threshold and a key for a much deeper understanding of the Universe. These three problems are so hard they cannot be solved by present scientific principles and therefore call all present principles and ways of thought into question. When your axioms cannot account for the data, it is time to drop them and find better fundamental terms. We have not been able to solve the problems of Consciousness with the assumption that matter is the most basic and fundamental term. And so, if Cartesian dualism is to be overcome at all, we need to try it the other way around. 3. We are in the position of Copernicus. Remember Copernicus? He was making his calculations on the assumption that the Earth was the center of the Universe until they became so unwieldy that he decided to try it all the other way around. To make the sun the center, the Earth revolving around it. And lo, all of his data fell neatly into place. I am proposing a whole new Universe picture. Evolution makes us continuous with every other being, Consciousness would not be in us if it were not in them also, and then, in the atoms and molecules and cells that make up living beings. I propose to make Consciousness the most basic term and see what follows. I am in fact, proposing a new Copernican Revolution, that Consciousness is the true basis for the Universe and the right fundamental term, for science itself all other disciplines as well, and the whole of the modern world. And I predict that every intractable problem in science or the modern world, will go down like a line of dominos before it. In a nutshell: Consciousness and not matter is “first and fundamental” in the Universe, it is there from the very “Beginning” everything has it and all of the true causalities, the explanatory principles belong to it. Not to matter. What then is matter? All matter is an Appearance of something much more real, Consciousness. All matter is an expression of Consciousness, even the least little bit of matter contains Consciousness, and is an expression of Consciousness. And so, we revise the scientific image of nature. Science at present is two termed, matter/energy. It needs to become three termed: Matter/energy/Consciousness, with the recognition that all of the basic principles, the true causalities of events, and of the Universe belong to Consciousness. And now physics. To accommodate this new Universe picture physics needs to alter just one term, energy. All energy contains Consciousness, that idea alone will change our world forever. The animals the trees the plants are just as conscious as we are, as is the Earth herself, a continuum of many forms of Consciousness of which our own is one. The Earth consists of interacting and intersecting forms of Consciousness, Consciousness within Consciousness within Consciousness within Consciousness. A remarkable work has just appeared entitled “Beyond Words What Animals Feel and Think.” Describing in detail how like ourselves all of the animals are. And the more we can see how like us everything else really is, the harder it will be for us to do them all in, in the interest of turning them into consumer items. And so, here is a new principle of understanding, that entails completely new forms of explanation, and a whole new Universe picture to be spelled out in terms of Consciousness and its various properties. This is a Universe that is aware awake and Enspirited throughout. And so, there is only one principle, not two. And so, how does Consciousness work? There is “no mind/body problem.” My Consciousness is aligning the Consciousness of neurons in the brain, that aligns the Consciousness of all other cells in the body, that aligns the Consciousness of molecules and atoms themselves. Mainly from the top down, but also interactive, and not reduction to the purely physical forces. 4. And so, here is a radical new Universe picture, and with it a new way to think about the Universe itself, the Earth, Ourselves, and Spirit. It requires a complete revision of both of the terms of modern science itself. The problem of the modern world owes in deep measure to Descartes concept of matter as something devoid of interior life. But he is only the most powerful and simple expression of a whole tradition of thought that predates him, that goes back to the very dawn of thought itself. It owes to the conviction of both Plato and Aristotle that the Earth was something devoid of reason, or mind, and therefore something to be held in complete contempt. We are emerging from a civilization based on contempt for the Earth, and down the road, it will become contempt for the body, sex, women, the Native people, and people of color everywhere. And so, this entire tradition is now up for us, it has brought us to the brink of our own extinction, and we need to get beyond it. I am proposing that this term Consciousness is the way out. The missing piece of the puzzle and the idea whose time has come. And it will enable us to move into a completely new civilization based on respect for the Earth, women, sex, people of color, that honors everyone and has a place for all. Revolutions in science occur when new data show up that cannot be accounted for by existing paradigms (Thomas Kuhns: The Structure of Scientific Revolutions). Consciousness, and all the properties and problems of Consciousness are just such data, and they compel a new scientific revolution. But we are a scientific age. A new Copernican revolution in science is such as revolution everywhere. And Consciousness is the key to getting every other reality at all levels and depths right as well. It will enable us finally to get the Earth right, get ourselves right with the Earth, and with one another. Archimedes: Give me a place to stand, and I will move the world. I am proposing a new synthesis among our fundamental terms in which this term Consciousness is the new lynchpin. And so, I return once more to Descartes. Descartes in the Mediations was a dualist, they were two realities interacting in the pineal gland mind and body. But Descartes age was high on “Cartesianisms,” on Descartes concept of matter. Animals were simply cleverly wired machines (Hobbes called them automata). Rumor had it that Descartes followers went about kicking dogs reasoning that their howls were not due to any feelings of pain, but simply the wiring of the machine. We have been doing this to the Earth ever since, and now the Earth is not going to stand for it any longer. It is time we all woke up. There is no matter in Descartes sense of it, or in Plato and Aristotle’s sense of it. This old concept of matter is embedded in all of the crisis and catastrophes---fires, drought, pandemics, over population, the disintegrating economies, our ways of life, capitalism and consumerism themselves. All matter is Enspirited, contains Consciousness, and is an expression of Consciousness. Now I tell you something about Descartes you may not know. In the Mediations was a dualist, there are minds and bodies. But by the end of his life, he knew the truth. Descartes guided his whole life by these vivid dreams, and toward the end of his life he had this dream: He saw the Universe as a giant machine and in the heart of the machine propelling the whole, was Consciousness. And so, out of the shades and shadows and into the light of day. Here is a renewed and a new science, a new cosmology. And with it, a revolutionary new metaphysics. The whole of the modern world is in the grip of a false metaphysics, based on Descartes theory of matter. Here is a new, and finally true metaphysics based on the single term, Consciousness. 5. And in all my works, I spell out this new metaphysics based on Consciousness, and what it means for how we think about virtually everything: The Universe, the Earth, Ourselves, and Spirit. Of who, what and where Spirit is, that we may connect with Spirit everywhere. There is only one term for the Universe, and not two, this single term Consciousness, that manifests itself in two modes: Consciousness in Form, Consciousness Formless. And so, here is a sketch of what this new term Consciousness really means. For four great aspects of the real, four new cornerstones for a whole new civilization on Earth, based on Love and Truth. A. For the Universe: New causalities, all matter is an expression of Consciousness, awake and aware, Enspirited throughout, which has a place for the causalities of love ideas intent plan and purpose, what Aristotle called final causality, that for the sake of which. And it has a place for subjectivity, the greatest mystery in the whole of the Universe, knowable only in ourselves, but there in everything else as well, bedrock in the chain of causalities. The buck stops here. Here are two very different Universe pictures. The Cartesian Universe consists of things, pushed, and pulled around by the physical forces that function blind. The true Universe consists of selves and not things. Selves at least in ourselves, are organized and focused about an I, an I am, or a sense of self in everything, ever other being dear to itself. Just one aspect of subjectivity. And so, it is Consciousness all the way down, and subjectivity all the way down. Science proceeds on the basis of the negligible of what it can leave out as unimportant. Subjectivity is the ultimate animating principle of the Universe. What Descartes really did was to strip from nature what is most essential about it, its animating principle Consciousness. And so, we come out of a long history of “clunk.” The great male thinkers have killed creation. First in concepts and now in the lived life. And so, after centuries of fruitless search, not all of it in vain, finally, and just in time the true basic principle for the Universe has shown up in virtually all disciplines, this term Consciousness. B. And so, the Earth: What does this term Consciousness really mean for the Earth? It means that all of the bright array of beings around us have Consciousness. And the more we can realize how like us they are, the harder it will be to do them all in. Is this what it really means to be “made in the image of Spirit?” To destroy ever other living being? The god of Genesis is a creator god who has created billions and billions of living forms. Man, taking himself to be made in the image of Spirit has destroyed virtually all of it. The Earth is not things, not commodities and resources, not an endless array of consumer goods. The Earth consists of conscious living spiritual beings like ourselves, who need to be honored and respected, nurtured and cared for, to be Loved. And if the human race can finally pull it off and bring Love here and start helping the Earth rather than destroying her, even our vast numbers now at 8 billion, may not matter. Deeply embedded in the modern world is a false cosmology based on the hitherto useful but ultimately false metaphysics of Descartes. In particular it owes to Descartes concepts of matter, and of the Earth, as something devoid of Consciousness. And now this concept is up for us. If there is a single idea enabling and driving the destruction of the planet, it is the conviction that the Earth is something devoid of Consciousness. And we all have a vested interest in keeping this false concept in place. When you intend to ravage and savage the Earth, to turn it into consumer items, and money in the bank, first pretend she has no Consciousness that way we need not have any conscious about it. We are in deep trouble with the planet. Virtually all human economies are based on the destruction of the Earth, and we are now at a place in our history where we can foresee if we continue on as we are, our own extinction. And so, here are a few new guiding principles for the planet, based on Consciousness. Consciousness has field properties. The Earth is Consciousness throughout, connected and interconnected throughout, intersecting and interacting fields of Consciousness of which our own is one. To harm one is to harm all. Only this understanding of the Earth can set our destructive technologies, and capitalism, their goals, and their limits. The real problem with capitalism, and with civilization itself is it has no true understanding of the Earth, all the exquisite networks and webworks that connect all beings with one another. Nor it is about to admit that the Earth is our “life support system,” reason gone insane in the modern world. We are destroying our life support system, capitalism is the full expression of the human death wish in the modern world, and it needs to change. And now, let the barriers between ourselves and all other beings go down. C. And so, Ourselves. This new Universe picture based on Consciousness opens into and has a place for new concepts of human identity. In particular, it has a place for reincarnation, a process whereby one Consciousness dons’ bodies again and again and lays them down. This is a process wholly impossible on materialistic theories. This new view of things puts a higher perspective on Freudian determinism, which is a partial knowing in a greater account. We are something more than the victims of genes drives and childhood. We are immortally eternal evolving spiritual beings who take on a cycle of earthly lives in order to achieve certain goals and abilities, and then, our earthly cycle complete, we depart the Earth plane for other areas of the Universe physical or purely spiritual, to continue our evolution elsewhere. The scientific evidence for reincarnation is increasing on all sides, see for example the work of Michael Newton, a mainstream scientist forced to confront the fact of reincarnation. A completely new reincarnational picture is now emerging everywhere. We choose our parents for abilities we could acquire through them. We all come here with reasons for being here, and we all have free will, an original property of Consciousness, and we work out our issues accordingly. We all come here with the same reason for being here. It is to experience the Earth plane and human society at all levels and depths, in every social role, every climate, both sexes male and female and in all races. We are all here to acquire a deep understanding of the Earth plane with all its challenges and all of its present problems. We are not here to devour and consume the Earth, but to honor her for the learning experience she makes available for us. And so, reincarnation is the great equalizer, the fundamental basis for any bill of rights. Many of the problems of the modern world owe to the fact that reincarnation has not been taught in the West. Reincarnation was the center piece of Jesus teachings. It was banned by a fourth century council that decided the populous could best be controlled through fear. They edited all mention of reincarnation from the scriptures, and inserted fear terms instead, a judgmental god, and so on. If reincarnation had been taught, there would have been no suppression of women, but the gift of both sexes would have been honored and developed. And there would have been no reason for contempt for people of color because who they are, we have been or will be. There is no reason to look down on anyone when we know that our own identity includes membership in theirs. The truth of reincarnation needs to be the foundation for getting ourselves right with the Earth, and with one another. D. And so, Spirit. This new Universe picture, based on Consciousness, has a place for Spirit as simply Infinite Consciousness. All universes all worlds are formed out of this Consciousness, divine and sacred throughout. And Spirit is everywhere in the Earth and can be connected everywhere. And the Native North American people had things right. Everything has its own Spirit, and without contradiction is also an expression of Spirit. And what I am really doing in terms of concepts of modern science is presenting the Native North American version of the Real. And this new Universe picture has a place for the essential insight of all religions almost smothered by church tradition: Love. Not an emotion but a great Oneness, that can be found everywhere, even in a busy city street. But especially in the Earth, that is levels and depths of Oneness everywhere. And so, for the first time in their long and bitter antagonistic history, science and religion now share a common base with this term Spirit, the lynchpin in a new conceptual framework. And I offer an interpretation of where we are in our history, this present moment of historical grace, and these tumultuous times in which we live, the return of the Goddess and the Divine Feminine, the Reappearance of the Feminine in history, the Advent of Women, this great Awakening, as of Springtime after a long dark Winter, the Awakening, the Second Coming. And so, stay tuned! (shrink)

A central theme in western philosophy was to find formal methods that can reliably discover empirical relationships and their explanations from data assembled from experience. As a philosophical project, that ambition was abandoned in the 20th century and generally dismissed as impossible. It was replaced in philosophy by neo-Kantian efforts at reconstruction and justification, and in professional statistics by the more limited ambition to estimate a small number of parameters in pre-specified hypotheses. The influx of “big data” from climate (...) science, neuropsychology, biology, astronomy and elsewhere implicitly called for a revival of the grander philosophical ambition. Search algorithms are meeting that call, but they pose a problem: how are their accuracies to be assessed in domains where experimentation is limited or impossible? Increasingly, the answer is through simulation of data from models of the kind of process in the domain. In some cases, these innovations require rethinking how the accuracy and informativeness of inference methods can be assessed. Focusing on causal inference, we give an example from neuroscience, but to show that the model/simulation strategy is not confined to causal inference, we also consider two classification problems from astrophysics: identifying exoplanets and identifying dark matter concentrations. (shrink)

This contribution takes the notion of herbal landscape (a mental field associated with plants used to cure or prevent diseases and established within specific cultural and climatic zones) as a starting point. The authors argue that the features by which a person recognises the plant in the natural growing environment is of crucial importance for the classification and the use of plants within the folk tradition. The process of perception of the plant can be divided into analytical categories according (...) to the sign concept of Charles Sanders Peirce. Whereas the plant can be seen as the object, the feature(s) the plant is recognised by is (are) the representamen(s), and the image of the plant within the herbal landscape can be understood as the interpretant. Different methods of perception of the signs within the herbal landscape are demonstrated comparing the herbal knowledge acquired from the herbals with the method of plant recognition learned in the traditional way. The first can be looked at with the terms of Tim Ingold as transportation, using plant features to go across, leaving all other signs present in the landscape unnoticed. The wayfarer, guided by signs learned within the context of surroundings, walks along and perceives the plant as a part of the herbal landscape. Although the examples analysed come from Estonian ethnobotany, the method of analysis can be applied in ethnobotanical research worldwide. (shrink)

Geographic Information Science (GIS) is an interdisciplinary science aiming to detect and visually represent patterns in spatial data. GIS is used by businesses to determine where to open new stores and by conservation biologists to identify field study locations with relatively little anthropogenic influence. Products of GIS include topographic and thematic maps of the Earth’s surface, climate maps, and spatially referenced demographic graphs and charts. In addition to its social, political, and economic importance, GIS is of intrinsic philosophical interest (...) due to its methodological richness and because it is an instructive analogue to other sciences. This chapter works towards a philosophy of GIS and cartography, or PGISC. In particular, it examines practices of classifying geographic space, objects, and relations. By focusing on the use of natural kinds in data modeling and map generalization practices, I show how the making and using of kinds is contextual, fallible, plural, and purposive. (shrink)

Cora Diamond has criticized capacity-based approaches to determining the moral status of animals, arguing instead that the morally significant fact is that we have relationships to animals as our fellow creatures. This paper explores implications of her approach to fish and the practice of fish farming. Fish differ from most other animals due to their appearances and under-water existence, and it is not obvious that fish belong to our fellow creatures, and – if so – what it means for our (...) treatment of them. In particular: if fish are fellow creatures, can we treat them in the way done in contemporary salmon farming ? Iris Murdoch points out that moral differences are conceptual differences, that is differences in how we see the world. Similarly, Diamond argues that we should not consider ‘animal’ or ‘human’ as biological classifications – they are conceptual configurations that shape the way we think and make sense of the world. In this article, we explore the implication of the fellow creature concept for the case of fish, which challenge our ordinary understandings of companionship with animals. We argue that farmed salmon should be consibdered as a special kind of fellow creatures living in water, and discuss how scientific research on biological features of fish may influence how we see them. We also sketch how Diamond’s approach implies a need for reform of current salmon farming practices. (shrink)

The Survey of Organizational Research Climate (SORC) is a validated tool to facilitate promotion of research integrity and research best practices. This work uses the SORC to assess shared and individual perceptions of the research climate in universities and academic departments and relate these perceptions to desirable and undesirable research practices. An anonymous web- and mail-based survey was administered to randomly selected biomedical and social science faculty and postdoctoral fellows in the United States. Respondents reported their perceptions of (...) the research climates at their universities and primary departments, and the frequency with which they engaged in desirable and undesirable research practices. More positive individual perceptions of the research climate in one’s university or department were associated with higher likelihoods of desirable, and lower likelihoods of undesirable, research practices. Shared perceptions of the research climate tended to be similarly predictive of both desirable and undesirable research practices as individuals’ deviations from these shared perceptions. Study results supported the central prediction that more positive SORC-measured perceptions of the research climate were associated with more positive reports of research practices. There were differences with respect to whether shared or individual climate perceptions were related to desirable or undesirable practices but the general pattern of results provide empirical evidence that the SORC is predictive of self-reported research behavior. (shrink)

As a type of evidence glass can be very useful contact trace material in a wide range of offences including burglaries and robberies, hit-and-run accidents, murders, assaults, ram-raids, criminal damage and thefts of and from motor vehicles. All of that offer the potential for glass fragments to be transferred from anything made of glass which breaks, to whoever or whatever was responsible. Variation in manufacture of glass allows considerable discrimination even with tiny fragments. In this study, we worked glass (...) class='Hi'>classification and testing of artificial neural network model created by the JustNN. The aim of the study is help investigator in identifying the type of glass found in arena of the crime. The Neural Network model was trained and validated using the type of glass dataset. The accuracy of model in predicting the type of glass reached 96.7%. Thus neural network is suitable for predicating type of glasses. (shrink)

This essay argues that when setting climate policy, we should place more weight on worse possible consequences of a policy, while still placing some weight on better possible consequences. The argument proceeds by elucidating the range of attitudes people can take towards risk, how we must make choices for people when we don’t know their risk-attitudes, and the situation we are in with respect to climate policy and the consequences for future people. The result is an alternative to (...) the Precautionary Principle, an alternative that gives similar policy recommendations in many cases but is also sensitive to the costs of precautions. (shrink)

Climate change mitigation has become a paradigm case both for externalities in general and for the game-theoretic model of the Tragedy of the Commons (ToC) in particular. This situation is worrying, as we have reasons to suspect that some models in the social sciences are apt to be performative to the extent that they can become self-fulfilling prophecies. Framing climate change mitigation as a hardly solvable coordination problem may force us into a worse situation, by changing real-world behaviour (...) to fit our model, rather than the other way around. But while this problem of the performativity of the ToC has been noted in a recent paper in this journal by Matthew Kopec, his proposed strategies for dealing with their self-fulfilling nature fall short of providing an adequate solution. Instead of relying on the idea that modelling assumptions are always strictly speaking false, this paper shows that the problem may be better framed as a problem of underdetermination between competing explanations. Our goal here is to provide a framework for choosing between this set of competing models that allows us to avoid a ‘Russian Roulette’-like situation in which we gamble with existential risk. (shrink)

In their upcoming article, Henk Jasper van Gils-Schmidt and Sabine Salloch highlight the supposed responsibilities of healthcare professionals in addressing the global health challenges posed by climate change. They argue that healthcare professionals’ duties to future generations and their ‘climate-related obligations’ have been neglected, primarily due to potential conflicts with other responsibilities, such as providing optimal care to current patients and maintaining patient trust. The authors suggest that these competing obligations should be viewed as part of the multifaceted (...) identities individuals hold, encompassing roles as both physicians and environmentalists, each with normative and competing commitments. They propose that a transformative shift in physicians’ professional ethos, expanding from the predominant focus on individual patients to include obligations towards climate protection, could pave the way for identifying effective mechanisms to address these challenges. While acknowledging the authors’ emphasis on sustainable healthcare practices, we argue that a duty to climate protection as part of healthcare professionals’ identity lacks ethical support. We identify serious concerns that stem from the transformative shift in physicians’ professional ethos, particularly in the authors’ presentation of reasons for action. First, envisaging a stable disposition that compels healthcare professionals to ensure optimal care conditions for both immediate and potential future encounters is unrealistic. Such a scenario would necessitate a nuanced and multifaceted evaluation, weighing …. (shrink)

Using climate policy debates as a case study, I argue that a certain response to the argument from inductive risk, the hedging defense, runs afoul of a reasonable ethical principle: the no-passing-...

There is no longer any doubt that the coming decades will bring serious threats to humanity from anthropogenic climate change. As we have suggested elsewhere, horrible scenarios are far more realistic than non-horrible ones, and science and technology are incapable, especially in our non-ideal world, of equitably distributing wealth, access to resources and adaptations to climate change. In this article, we offer an alternative to these inevitable horrible scenarios. The alternative is to implement either an anti-natalist policy, or (...) procreative beneficence and reproductive rights policies aimed at radically reducing the birth rate. These alternatives, however, are potentially unfair and quite possibly unthinkable to most of humanity. (shrink)

Community and stakeholder support for marine and coastal ecosystem conservation policies is crucial. However, extant multinational studies on climate change-related factors that constrain stakeholders’ willingness to protect the ocean are limited. Therefore, the dataset from 709 marine stakeholders across 42 countries, part of the MaCoBioS project funded by the European Commission, was analyzed using the Bayesian Mindsponge Framework (BMF) method to fill the knowledge gap. The findings reveal that for individuals who think society is doing too much to address (...) climate change, new technologies can solve climate change. Responses to climate change can damage the country’s economy and might not be productive in supporting actions protecting the ocean. Based on the study results, we recommend policymakers raise awareness among individuals engaged in marine and coastal ecosystems about the crucial role of marine protection in combating climate change, taking into account the limitations of technology in solving climate change problems and the inadequacy of current efforts. The findings also provide insights for enhancing the effectiveness of awareness and knowledge-raising campaigns, conservation programs, and eco-surplus culture-building agenda. (shrink)

There is ongoing contestation around greenhouse gas emissions from ruminant livestock and how society should respond. Media discourses play a key role in agenda setting for the general public and policymakers, and may contribute to polarisation. This paper examines how UK news media portrayed ruminant livestock’s impact on climate change between 2016 and 2021. The analysis addresses a gap in the literature by comparing discourses in national and farming sector newspapers using a qualitative approach. Four national and two farming (...) sector news outlets were searched for articles published between 2016 and 2021. A corpus of 996 relevant articles was assembled, from which 154 were selected for in-depth examination using Critical Discourse Analysis. Four ‘Critical Discourse Moments’ (CDMs), each signifying a discursive shift in the debate, were identified over the 6-year studied period: 1) Low salience, diverging discourses, 2) We must eat far less meat, 3) Fighting the anti-meat agenda, and 4) Policy (in)action at COP26. There was a large increase in the number of published articles from January 2019 onward, partly associated with publication of the EAT/Lancet Commission report. CDM 2 (We must eat far less meat) occurred mainly in the national media, while CDM 3 (Fighting the anti-meat agenda) occurred mainly in the farming media. Our findings reveal both opinion polarisation and intergroup polarisation between national and farming sector media, and low engagement with food system power imbalances. Addressing polarisation will be important to enhance capacity for collective decision-making regarding methane emissions from ruminant livestock. (shrink)

Background: Nursing turnover is a very serious problem, and nursing managers need to be aware of how ethical climates are associated with turnover intention. Objectives: The article explored the effects of ethical climates on nurses’ turnover intention, mediated through trust in their organization. Methods: A cross-sectional survey of 285 nurses from three Indian hospitals was conducted to test the research model. Various established Likert-type scales were used to measure ethical climates, turnover intention and trust in organization. Hierarchical regression analysis and (...) mediation analysis were used to test the model. Results: Hierarchical regression analysis and mediation analysis were used to test the model. The indirect effect of benevolent ethical climate on turnover intention through trust in organization was –0.20 with a 95% bootstrap confidence interval of lower level = –0.31 and upper level = –0.01. The indirect effect of principled ethical climate on turnover intention through trust in organization was –0.39 with a 95% bootstrap confidence interval of lower level = –0.58 and upper level = –0.17. Ethical considerations: The study adheres to the ethical standards recommended by the American Psychological Association for conducting research with informed consent, confidentiality and privacy. Conclusion: Both benevolent and principled ethical climates decreased turnover intention indirectly through trust in organization. Only principled ethical climates were directly associated with turnover intention. Our results suggest that nurse managers and leaders should try and establish principled and benevolent climates in order to engender trust in organization and to reduce turnover intention. (shrink)

The formulation and implementation of policies addressing the need to adapt to climate change can be difficult due to the long-term, uncertain nature of localised climate change impacts and associated vulnerabilities. Difficulties are intensified because policy interventions can involve high costs, foregone opportunity and changes to people's way of life. Factors such as these can spur an uncritical, or reflexive, negativity regarding efforts to address the projected impacts of climate change. Such reflexive negativity is often trivialised in (...) pejorative terms, such as ‘Nimbyism’. However, stakeholder reluctance to accept the need for adaptation planning may be strongly influenced by self-perceptions that are resistant to change. People's sense of self and sense of place may contribute to an ‘imaginative intangibility’ with respect to climate adaptation, blocking thoughtful reflection and deliberation regarding alternative approaches and providing rationales for cheating the system once implemented. If acknowledged and addressed in a sensitive manner, it may be possible to manage these self-perceptions to elevate public discourse about climate change and help create situationally appropriate adaptation policy regimes. (shrink)

An eco-theological analysis of African Initiated Churches (AICs) has revealed that most of these churches use water for a myriad of rituals ranging from baptism to consecratory rites. Their affinity with water even qualifies them to be dubbed water-based churches; yet, the world is faced with an imminent scarcity of this natural resource. The United Nations echoed that access to safe water, sanitation and hygiene are the most basic human needs for health and well-being; but it has observed that unless (...) the water situation improves, by 2030, billions of people will lack access to these services because of climate change. Given this reality, there is a genuine need to examine the possibility of having the eco-theologies of AICs adapted to suit these emerging realities. The paper explores how water is used in the religiosity of the AICs in an effort to elucidate the possible challenges to be encountered because of climate change. It then examines the possibility of realigning the water uses to the current climatic trajectory. The article is largely based on desktop research which utilises secondary sources.Contribution: This article makes a critical contribution to the body of knowledge by making an analysis of the adaptability of AICs’ conceptualisation and use of water in a climate change context. An eco-theological analysis is crucial as it enables the nuancing of AICs’ theologies so that they conform to a world in a climate crisis. (shrink)

Computer simulation modeling is an important part of contemporary scientific practice but has not yet received much attention from philosophers. The present project helps to fill this lacuna in the philosophical literature by addressing three questions that arise in the context of computer simulation of Earth's climate. Computer simulation experimentation commonly is viewed as a suspect methodology, in contrast to the trusted mainstay of material experimentation. Are the results of computer simulation experiments somehow deeply problematic in ways that the (...) results of material experiments are not? I argue against categorical skepticism toward the results of computer simulation experiments by revealing important parallels in the epistemologies of material and computer simulation experimentation. It has often been remarked that simple computer simulation models---but not complex ones---contribute substantially to our understanding of the atmosphere and climate system. Is this view of the relative contributions of simple and complex models tenable? I show that both simple and complex climate models can promote scientific understanding and argue that the apparent contribution of simple models depends upon whether a causal or deductive account of scientific understanding is adopted. When two incompatible scientific theories are under consideration, they typically are viewed as competitors, and we seek evidence that refutes at least one of the theories. In the study of climate change, however, logically incompatible computer simulation models are accepted as complementary resources for investigating future climate. How can we make sense of this use of incompatible models? I show that a collection of incompatible climate models persists in part because of difficulties faced in evaluating and comparing climate models. I then discuss the rationale for using these incompatible models together and argue that this climate model pluralism has both competitive and integrative components. (shrink)

Although emotions play a crucial role in understanding and encouraging sustainable behavior and decision-making, many open questions currently remain unanswered. In this review, we advance three broad areas of particular theoretical and applied importance that affective science and emotion researchers could benefit from engaging with: (1) “ sustainable emotions” or empirically testing the possibility of positive reinforcing feedback loops between anticipatory and experienced emotions following the adoption of sustainable behaviors, (2) “ non- Western emotions” or exploring the extent to which (...) people's understanding and experience of climate-relevant emotions differs across non-WEIRD populations, and (3) “ impactful emotions” or the need to carefully differentiate the conceptual and empirical role of emotions in encouraging the adoption of low-impact (e.g., recycling) versus high-impact (e.g., flying less) environmental behaviors. (shrink)