Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Brian Grant Associate Professor in the Department of Philosophy at the University of Calgary. His main areas of interest are epistemology and the philosophy of mind. He has a recent book in the latter area, The Condition of Madness . Rom Harré Emeritus Fellow of Linacre College Oxford and Professor of Psychology at Georgetown University, Washington DC. His published work includes studies in the philosophy of the physical sciences, such as Varieties of Realism (1986) and in the philosophy of psychology, such as The Singular Self (1988). His One Thousand Years of Philosophy was published last year. Joel J. Kupperman Professor of Philosophy at the University of Connecticut. His most recent books are Learning from Asian Philosophy, Value É And What Follows , and Classic Asian Philosophy: A Guide to the Essential Texts . Tony Lynch Lectures in Philosophy and Politics at the University of New England, Armidale. His research interests are in the areas of moral psychology and liberal politics. Gordon Graham Regius Professor of Moral Philosophy at the University of Aberdeen. He has contributed to Philosophy on several occasions. His most recent books include the Internet: a philosophical inquiry (Routledge, 1999) and Evil and Christian Ethics (Cambridge University Press, 2000). Mark T. Nelson Senior Lecturer in Philosophy at the University of Leeds. He is the co-editor of Christian Theism and Moral Philosophy and the author of articles on ethics, philosophy of religion, epistemology, and the philosophy of mind. Nicholas Maxwell Emeritus Reader in Philosophy of Science at the University of London. Among his publications are From Knowledge to Wisdom (Blackwell, 1984), The Comprehensibility of the Universe (Oxford University Press, 1998), and The Human World in the Physical Universe (Rowman & Littlefield, forthcoming). Sophie Botros Fellow in the Department of Philosophy at Birkbeck College, University of London. Her previous publications include ‘Precarious Virtue’ ( Phronesis ) and, for this journal, ‘Acceptance and Morality’ and ‘Acts, Omissions and Keeping Patients Alive in a Persistent Vegetative State’. She is presently working on Hume's practicality argument.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it