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  1. On the ethics of algorithmic decision-making in healthcare.Thomas Grote & Philipp Berens - 2020 - Journal of Medical Ethics 46 (3):205-211.
    In recent years, a plethora of high-profile scientific publications has been reporting about machine learning algorithms outperforming clinicians in medical diagnosis or treatment recommendations. This has spiked interest in deploying relevant algorithms with the aim of enhancing decision-making in healthcare. In this paper, we argue that instead of straightforwardly enhancing the decision-making capabilities of clinicians and healthcare institutions, deploying machines learning algorithms entails trade-offs at the epistemic and the normative level. Whereas involving machine learning might improve the accuracy of medical (...)
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  2. Reliability in Machine Learning.Thomas Grote, Konstantin Genin & Emily Sullivan - 2024 - Philosophy Compass 19 (5):e12974.
    Issues of reliability are claiming center-stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning – as far as they are concerned with reliability.
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  3.  53
    Beyond generalization: a theory of robustness in machine learning.Thomas Grote & Timo Freiesleben - 2023 - Synthese 202 (4):1-28.
    The term robustness is ubiquitous in modern Machine Learning (ML). However, its meaning varies depending on context and community. Researchers either focus on narrow technical definitions, such as adversarial robustness, natural distribution shifts, and performativity, or they simply leave open what exactly they mean by robustness. In this paper, we provide a conceptual analysis of the term robustness, with the aim to develop a common language, that allows us to weave together different strands of robustness research. We define robustness as (...)
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  4.  40
    Plato and the Other Companions of Sokrates.George Grote - 1888 - New York,: Cambridge University Press.
    Best known for his influential History of Greece, the historian and politician George Grote wrote this account of Plato's dialogues as a philosophical supplement to the History. First published in 1865 and written in dialogic form, Grote's account of Plato's works includes substantial footnotes and marginalia. This first volume focuses on Plato's early and transitional dialogues, all of which feature Socrates. It also includes a preface to the whole project which discusses the meaning and importance of philosophy itself, and extensive (...)
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  5.  60
    Randomised controlled trials in medical AI: ethical considerations.Thomas Grote - 2022 - Journal of Medical Ethics 48 (11):899-906.
    In recent years, there has been a surge of high-profile publications on applications of artificial intelligence (AI) systems for medical diagnosis and prognosis. While AI provides various opportunities for medical practice, there is an emerging consensus that the existing studies show considerable deficits and are unable to establish the clinical benefit of AI systems. Hence, the view that the clinical benefit of AI systems needs to be studied in clinical trials—particularly randomised controlled trials (RCTs)—is gaining ground. However, an issue that (...)
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  6.  29
    The Emergence of Modern Aesthetic Theory: Religion and Morality in Enlightenment Germany and Scotland.Simon Grote - 2017 - New York: Cambridge University Press.
    Broad in its geographic scope and yet grounded in original archival research, this book situates the inception of modern aesthetic theory – the philosophical analysis of art and beauty - in theological contexts that are crucial to explaining why it arose. Simon Grote presents seminal aesthetic theories of the German and Scottish Enlightenments as outgrowths of a quintessentially Enlightenment project: the search for a natural 'foundation of morality' and a means of helping naturally self-interested human beings transcend their own self-interest. (...)
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  7.  21
    How competitors become collaborators—Bridging the gap(s) between machine learning algorithms and clinicians.Thomas Grote & Philipp Berens - 2021 - Bioethics 36 (2):134-142.
    Bioethics, Volume 36, Issue 2, Page 134-142, February 2022.
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  8.  33
    Randomized Controlled Trials in Medical AI.Konstantin Genin & Thomas Grote - 2021 - Philosophy of Medicine 2 (1).
    Various publications claim that medical AI systems perform as well, or better, than clinical experts. However, there have been very few controlled trials and the quality of existing studies has been called into question. There is growing concern that existing studies overestimate the clinical benefits of AI systems. This has led to calls for more, and higher-quality, randomized controlled trials of medical AI systems. While this a welcome development, AI RCTs raise novel methodological challenges that have seen little discussion. We (...)
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  9. Trustworthy medical AI systems need to know when they don’t know.Thomas Grote - forthcoming - Journal of Medical Ethics.
    There is much to learn from Durán and Jongsma’s paper.1 One particularly important insight concerns the relationship between epistemology and ethics in medical artificial intelligence. In clinical environments, the task of AI systems is to provide risk estimates or diagnostic decisions, which then need to be weighed by physicians. Hence, while the implementation of AI systems might give rise to ethical issues—for example, overtreatment, defensive medicine or paternalism2—the issue that lies at the heart is an epistemic problem: how can physicians (...)
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  10.  30
    Allure of Simplicity.Thomas Grote - 2023 - Philosophy of Medicine 4 (1).
    This paper develops an account of the opacity problem in medical machine learning (ML). Guided by pragmatist assumptions, I argue that opacity in ML models is problematic insofar as it potentially undermines the achievement of two key purposes: ensuring generalizability and optimizing clinician–machine decision-making. Three opacity amelioration strategies are examined, with explainable artificial intelligence (XAI) as the predominant approach, challenged by two revisionary strategies in the form of reliabilism and the interpretability by design. Comparing the three strategies, I argue that (...)
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  11.  27
    „Ordnung und Organisation“. Interview zur Historiographie der Biologie mit Hans-Jörg Rheinberger und Peter McLaughlin*.Mathias Grote, Anke te Heesen, Peter McLaughlin & Hans-Jörg Rheinberger - 2021 - Berichte Zur Wissenschaftsgeschichte 44 (3):267-280.
    Berichte zur Wissenschaftsgeschichte, EarlyView.
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  12. On algorithmic fairness in medical practice.Thomas Grote & Geoff Keeling - 2022 - Cambridge Quarterly of Healthcare Ethics 31 (1):83-94.
    The application of machine-learning technologies to medical practice promises to enhance the capabilities of healthcare professionals in the assessment, diagnosis, and treatment, of medical conditions. However, there is growing concern that algorithmic bias may perpetuate or exacerbate existing health inequalities. Hence, it matters that we make precise the different respects in which algorithmic bias can arise in medicine, and also make clear the normative relevance of these different kinds of algorithmic bias for broader questions about justice and fairness in healthcare. (...)
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  13.  59
    Cycles and circulation: a theme in the history of biology and medicine.Lucy van de Wiel, Mathias Grote, Peder Anker, Warwick Anderson, Ariane Dröscher, Hans-Jörg Rheinberger, Lynn K. Nyhart, Guido Giglioni, Maaike van der Lugt, Shigehisa Kuriyama, Christiane Groeben, Janet Browne, Staffan Müller-Wille & Nick Hopwood - 2021 - History and Philosophy of the Life Sciences 43 (3):1-39.
    We invite systematic consideration of the metaphors of cycles and circulation as a long-term theme in the history of the life and environmental sciences and medicine. Ubiquitous in ancient religious and philosophical traditions, especially in representing the seasons and the motions of celestial bodies, circles once symbolized perfection. Over the centuries cyclic images in western medicine, natural philosophy, natural history and eventually biology gained independence from cosmology and theology and came to depend less on strictly circular forms. As potent ‘canonical (...)
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  14. The molecular vista: current perspectives on molecules and life in the twentieth century.Mathias Grote, Lisa Onaga, Angela N. H. Creager, Soraya de Chadarevian, Daniel Liu, Gina Surita & Sarah E. Tracy - 2021 - History and Philosophy of the Life Sciences 43 (1):1-18.
    This essay considers how scholarly approaches to the development of molecular biology have too often narrowed the historical aperture to genes, overlooking the ways in which other objects and processes contributed to the molecularization of life. From structural and dynamic studies of biomolecules to cellular membranes and organelles to metabolism and nutrition, new work by historians, philosophers, and STS scholars of the life sciences has revitalized older issues, such as the relationship of life to matter, or of physicochemical inquiries to (...)
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  15.  53
    Uncertainty, Evidence, and the Integration of Machine Learning into Medical Practice.Thomas Grote & Philipp Berens - 2023 - Journal of Medicine and Philosophy 48 (1):84-97.
    In light of recent advances in machine learning for medical applications, the automation of medical diagnostics is imminent. That said, before machine learning algorithms find their way into clinical practice, various problems at the epistemic level need to be overcome. In this paper, we discuss different sources of uncertainty arising for clinicians trying to evaluate the trustworthiness of algorithmic evidence when making diagnostic judgments. Thereby, we examine many of the limitations of current machine learning algorithms (with deep learning in particular) (...)
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  16.  52
    Machine learning in healthcare and the methodological priority of epistemology over ethics.Thomas Grote - forthcoming - Inquiry: An Interdisciplinary Journal of Philosophy.
    This paper develops an account of how the implementation of ML models into healthcare settings requires revising the methodological apparatus of philosophical bioethics. On this account, ML models are cognitive interventions that provide decision-support to physicians and patients. Due to reliability issues, opaque reasoning processes, and information asymmetries, ML models pose inferential problems for them. These inferential problems lay the grounds for many ethical problems that currently claim centre-stage in the bioethical debate. Accordingly, this paper argues that the best way (...)
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  17.  73
    Enabling Fairness in Healthcare Through Machine Learning.Geoff Keeling & Thomas Grote - 2022 - Ethics and Information Technology 24 (3):1-13.
    The use of machine learning systems for decision-support in healthcare may exacerbate health inequalities. However, recent work suggests that algorithms trained on sufficiently diverse datasets could in principle combat health inequalities. One concern about these algorithms is that their performance for patients in traditionally disadvantaged groups exceeds their performance for patients in traditionally advantaged groups. This renders the algorithmic decisions unfair relative to the standard fairness metrics in machine learning. In this paper, we defend the permissible use of affirmative algorithms; (...)
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  18.  14
    Aristotle.George Grote, Alexander Bain & George Croom Robertson - 1880 - New York,: Arno Press.
    This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain (...)
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  19.  33
    (1 other version)Petri dish versus Winogradsky column: a longue durée perspective on purity and diversity in microbiology, 1880s–1980s.Mathias Grote - 2017 - History and Philosophy of the Life Sciences 40 (1):11.
    Microbial diversity has become a leitmotiv of contemporary microbiology, as epitomized in the concept of the microbiome, with significant consequences for the classification of microbes. In this paper, I contrast microbiology’s current diversity ideal with its influential predecessor in the twentieth century, that of purity, as epitomized in Robert Koch’s bacteriological culture methods. Purity and diversity, the two polar opposites with regard to making sense of the microbial world, have been operationalized in microbiological practice by tools such as the “clean” (...)
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  20.  28
    Wolffianism and Pietism in eighteenth-century German philosophy.Simon Grote - 2023 - Intellectual History Review 33 (4):673-701.
    Broadly defined as adherence to teachings of Christian Wolff (1679–1754), Wolffianism characterized much of the mainstream of German academic philosophy for at least half the eighteenth century. German Pietism, by contrast, defined in its narrowest sense as a late-seventeenth- and eighteenth-century movement for the renewal of the Lutheran Churches of the Holy Roman Empire, has long figured in the history of German “Enlightenment” philosophy as Wolffianism’s anti-philosophical, religious foil. The conventional portrait of Wolffianism and Pietism as antithetical to one another, (...)
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  21.  24
    Review-Essay: Religion and Enlightenment.Simon Grote - 2014 - Journal of the History of Ideas 75 (1):137-160.
  22.  65
    Surfaces of action: cells and membranes in electrochemistry and the life sciences.Mathias Grote - 2010 - Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences 41 (3):183-193.
    The term ‘cell’, in addition to designating fundamental units of life, has also been applied since the nineteenth century to technical apparatuses such as fuel and galvanic cells. This paper shows that such technologies, based on the electrical effects of chemical reactions taking place in containers, had a far-reaching impact on the concept of the biological cell. My argument revolves around the controversy over oxidative phosphorylation in bioenergetics between 1961 and 1977. In this scientific conflict, a two-level mingling of technological (...)
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  23.  40
    Can Robots Do Epidemiology? Machine Learning, Causal Inference, and Predicting the Outcomes of Public Health Interventions.Alex Broadbent & Thomas Grote - 2022 - Philosophy and Technology 35 (1):1-22.
    This paper argues that machine learning and epidemiology are on collision course over causation. The discipline of epidemiology lays great emphasis on causation, while ML research does not. Some epidemiologists have proposed imposing what amounts to a causal constraint on ML in epidemiology, requiring it either to engage in causal inference or restrict itself to mere projection. We whittle down the issues to the question of whether causal knowledge is necessary for underwriting predictions about the outcomes of public health interventions. (...)
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  24. Macrocosmos in Microcosmo: Die Welt in der Stube; zur Geschichte des Sammelns 1450-1800.Andreas Grote & Anke Te Heesen - 1995 - History and Philosophy of the Life Sciences 17 (1):173.
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  25.  35
    Purple Matter, Membranes and 'Molecular Pumps' in Rhodopsin Research (1960s–1980s).Mathias Grote - 2013 - Journal of the History of Biology 46 (3):331-368.
    In the context of 1960s research on biological membranes, scientists stumbled upon a curiously coloured material substance, which became called the “purple membrane.” Interactions with the material as well as chemical analyses led to the conclusion that the microbial membrane contained a photoactive molecule similar to rhodopsin, the light receptor of animals’ retinae. Until 1975, the find led to the formation of novel objects in science, and subsequently to the development of a field in the molecular life sciences that comprised (...)
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  26.  65
    Cultural Macroevolution on Neighbor Graphs.Mary C. Towner, Mark N. Grote, Jay Venti & Monique Borgerhoff Mulder - 2012 - Human Nature 23 (3):283-305.
    What are the driving forces of cultural macroevolution, the evolution of cultural traits that characterize societies or populations? This question has engaged anthropologists for more than a century, with little consensus regarding the answer. We develop and fit autologistic models, built upon both spatial and linguistic neighbor graphs, for 44 cultural traits of 172 societies in the Western North American Indian (WNAI) database. For each trait, we compare models including or excluding one or both neighbor graphs, and for the majority (...)
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  27.  31
    Selbstanzeigen.Louis R. Grote, L. V. Lippa, Paul Feldkeller & H. Wittig - 1921 - Annalen der Philosophie 3 (1):313-319.
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  28.  19
    Computational psychiatry and the evolving concept of a mental disorder.Konstantin Genin, Thomas Grote & Thomas Wolfers - 2024 - Synthese 204 (3):1-23.
    As a discipline, psychiatry is in the process of finding the right set of concepts to organize research and guide treatment. Dissatisfaction with the status quo as expressed in standard manuals has animated a number of computational paradigms, each proposing to rectify the received concept of mental disorder. We explore how different computational paradigms: normative modeling, network theory and learning-theoretic approaches like reinforcement learning and active inference, reconceptualize mental disorders. Although each paradigm borrows heavily from machine learning, they differ significantly (...)
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  29.  31
    A paradigm shift?—On the ethics of medical large language models.Thomas Grote & Philipp Berens - 2024 - Bioethics 38 (5):383-390.
    After a wave of breakthroughs in image‐based medical diagnostics and risk prediction models, machine learning (ML) has turned into a normal science. However, prominent researchers are claiming that another paradigm shift in medical ML is imminent—due to most recent staggering successes of large language models—from single‐purpose applications toward generalist models, driven by natural language. This article investigates the implications of this paradigm shift for the ethical debate. Focusing on issues like trust, transparency, threats of patient autonomy, responsibility issues in the (...)
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  30.  89
    Hutcheson's Divergence from Shaftesbury.Simon Grote - 2006 - Journal of Scottish Philosophy 4 (2):159-172.
    Contrary to the view that Francis Hutcheson attempted to expound, defend, and further develop the philosophical system described in Shaftesbury's Characteristics, some contemporaries of Hutcheson considered Hutcheson's differences from Shaftesbury to be at least as profound as the similarities. The clearest descriptions of those differences can be found in William Leechman's preface to Hutcheson's 1755 System of Moral Philosophy, and more elaborately in a review of Hutcheson's System, probably by Hugh Blair, published in the 1755 Edinburgh Review. Examining Shaftesbury's and (...)
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  31.  17
    Commentary: Intentional Observer Effects on Quantum Randomness: A Bayesian Analysis Reveals Evidence Against Micro-Psychokinesis.Hartmut Grote - 2018 - Frontiers in Psychology 9.
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  32.  11
    Wissenschaftsgeschichte als Handbuchwissenschaft.Mathias Grote - 2018 - NTM Zeitschrift für Geschichte der Wissenschaften, Technik und Medizin 26 (1):91-101.
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  33.  37
    Predicting and explaining with machine learning models: Social science as a touchstone.Oliver Buchholz & Thomas Grote - 2023 - Studies in History and Philosophy of Science Part A 102 (C):60-69.
    Machine learning (ML) models recently led to major breakthroughs in predictive tasks in the natural sciences. Yet their benefits for the social sciences are less evident, as even high-profile studies on the prediction of life trajectories have shown to be largely unsuccessful – at least when measured in traditional criteria of scientific success. This paper tries to shed light on this remarkable performance gap. Comparing two social science case studies to a paradigm example from the natural sciences, we argue that, (...)
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  34.  18
    Bausteine zu einer Oral History der Wissenschaftsgeschichte Interview mit Dieter Hoffmann.Mathias Grote, Anke te Heesen & Dieter Hoffmann - 2023 - Berichte Zur Wissenschaftsgeschichte 46 (4):378-412.
    Wie kann man einen historischen Blick auf das eigene Fach werfen? Diese Frage ist nicht einfach zu beantworten – will man einerseits nicht in einer Nabelschau und Hagiographie enden, andererseits aber auch keinen umfassenden Entwurf einer zukünftigen Historiographie vorlegen. Die hier in loser Folge publizierten Interviews mit bekannten Protagonist:innen der Berliner Wissenschaftsgeschichte von ca. 1970–1990 in West und Ost rücken die Geschichte des Faches deshalb in einem bestimmten Milieu in den Fokus und versuchen, die Historiographie jenseits einer Institutionen- oder Theoriegeschichte (...)
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  35.  21
    Persistence of Matrilocal Postmarital Residence Across Multiple Generations in Southern Africa.Austin W. Reynolds, Mark N. Grote, Justin W. Myrick, Dana R. Al-Hindi, Rebecca L. Siford, Mira Mastoras, Marlo Möller & Brenna M. Henn - 2023 - Human Nature 34 (2):295-323.
    Factors such as subsistence turnover, warfare, or interaction between different groups can be major sources of cultural change in human populations. Global demographic shifts such as the transition to agriculture during the Neolithic and more recently the urbanization and globalization of the twentieth century have been major catalysts for cultural change. Here, we test whether cultural traits such as patri/matrilocality and postmarital migration persist in the face of social upheaval and gene flow during the past 150 years in postcolonial South (...)
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  36. Death And Anti-Death, Volume 6: Thirty Years After Kurt Godel (1906-1978).William Grey & Bill Grote - 2008 - Ria University Press.
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  37.  19
    The Ethics of Enhancement.William Grey & Bill Grote - 2008 - In William Grey & Bill Grote (eds.), Death And Anti-Death, Volume 6: Thirty Years After Kurt Godel (1906-1978). Ria University Press. pp. 101-126.
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  38.  31
    A hitherto unpublished letter on benozzo gozzoli's frescoes in the Palazzo medici-Riccardi.Andreas Grote - 1964 - Journal of the Warburg and Courtauld Institutes 27 (1):321-322.
  39.  35
    Another look at the breviarium of festus.Simon Grote - 2011 - Classical Quarterly 61 (2):704-721.
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  40.  20
    Über die anthropologische Position des naiven Realismus.Albert Grote - 1964 - Zeitschrift für Philosophische Forschung 18 (3):450 - 466.
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  41.  11
    Über Erwartungsvorstellungen.Albert Grote - 2005 - In Michael Weingarten (ed.), Eine »Andere« Hermeneutik: Georg Misch Zum 70. Geburtstag - Festschrift Aus Dem Jahr 1948. Transcript Verlag. pp. 99-118.
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  42.  16
    Bausteine zu einer Oral History der Wissenschaftsgeschichte Wissenschaft als Arbeitsprozess. Interview mit Wolfgang Lefèvre.Mathias Grote, Anke te Heesen & Wolfgang Lefèvre - 2022 - Berichte Zur Wissenschaftsgeschichte 45 (1-2):265-280.
    Wie kann man einen historischen Blick auf das eigene Fach werfen? Diese Frage ist nicht einfach zu beantworten – will man einerseits nicht in einer Nabelschau und Hagiographie enden, andererseits aber auch keinen umfassenden Entwurf einer zukünftigen Historiographie vorlegen. Die hier als Bausteine zu einer Oral History der Wissenschaftsgeschichte in loser Folge publizierten Interviews mit bekannten Protagonisten der Berliner Wissenschaftsgeschichte von ca. 1970–1990 in West und Ost rücken die Geschichte des Faches deshalb in einem bestimmten Milieu in den Fokus und (...)
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  43.  22
    Clever as serpents: business ethics and office politics.Jim Grote - 1997 - Collegeville, Minn.: Liturgical Press. Edited by John McGeeney.
    I would recommend this book to anyone wanting to major in business or start their own company.
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  44.  19
    Die Existenzmodi von Art, Stoff und Wesen.Albert Grote - 1967 - Zeitschrift für Philosophische Forschung 21 (4):512 - 537.
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  45.  16
    Das Fach der Stunde, reloaded.Mathias Grote & Anke te Heesen - 2018 - Berichte Zur Wissenschaftsgeschichte 41 (4):355-358.
    Subject of the Moment, Reloaded. The catalogue of Ludwig Darmstaedter's document collection, which contains sources as well as a categorization conspicuous of a history of knowledge avant la lettre, invites for a revisiting of the history of our discipline, thereby asking for its current role in academia and beyond. We argue that as historians of science or as historians of knowledge, our discipline disposes of the tools and topics necessary to respond to urgent epistemic and political problems.
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  46. Die Grundlagen einer Phaenomenologie der Erkenntnis.Albert Grote - 1976 - Tijdschrift Voor Filosofie 38 (1):173-173.
     
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  47.  64
    Die „Kräfte des Organischen“.Mathias Grote - 2005 - Cultura 2 (2):7-25.
    The so-called .Karlsschulrede. (1793) of the German naturalist Carl Friedrich Kielmeyer can be considered as a keystone to the understanding of"Naturphilosophie" both in German idealism (Schelling) and the romantic period.Kielmeyer's work considers life as the result of specific forces in the organic realm and thereby searches to explain the harmony of organic existence anddevelopment. Taking into account Kant.s outlines for a lifescience in the "Kritik der Urteilskraft" (1790), Kielmeyer's notion of teleological processes in nature is sketched. The historical and epistemological (...)
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  48.  13
    Das Vorhandensein, die Realität und das Vorkommen.Albert Grote - 1984 - Allgemeine Zeitschrift für Philosophie 9 (1):1-10.
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  49.  13
    Die Welt der Dinge. Eine Phaenomenologie ihrer formalen Struktur.Albert Grote - 1952 - Philosophy and Phenomenological Research 13 (2):269-269.
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  50. Entropy as a Resource for Double Contingency.F. Grote - 2014 - Constructivist Foundations 10 (1):58-60.
    Open peer commentary on the article “The Circular Conditions of Second-order Science Sporadically Illustrated with Agent-based Experiments at the Roots of Observation” by Manfred Füllsack. Upshot: Observers construct an internal, local state of order for the perspective of their observations, but in doing so they increase the overall entropy of the system they belong to, e.g., society, by adding more options for potential courses of action. Thus, the Second Law of Thermodynamics is not just satisfied in the circular condition of (...)
     
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