Bibliographic record
Abstract
Journal Article Book Reviews Get access Semantic Challenges to Realism: Dummett and Putnam. By Mark Quentin Gardiner. ( Univ. of Toronto Press, 2000. Pp. x + 267. Price £55.00.)An Identity Theory of Truth. By Julian Dodd. (London: Palgrave, 2000. Pp. ix + 199. Price £42.50.)Matters of Mind: Consciousness, Reason, and Nature. By Scott Sturgeon. (London: Routledge, 2000. Pp. x + 166. Price £16.99.)Persons and Bodies: a Constitution View. By Lynne Rudder Baker. ( Cambridge UP, 2000. Pp. xii + 233. Price £35.00 h/b, £12.95 p/b.)Functions in Mind: a Theory of Intentional Content. By Carolyn Price. ( Oxford UP, 2001. Pp. 263. Price £35.00.)Philosophical Theories of Probability. By Donald Gillies. (Routledge: London, 2000. Pp. xiv + 223. Price £14.99.)Real Conditionals. By William G. Lycan. (Oxford: Clarendon Press, 2001. Pp. vii + 223. Price £25.00.)Sociative Logics and their Applications: Essays. By Richard Sylvan. Edited by D. Hyde and G. Priest. (Aldershot: Ashgate, 2000. Pp. 429. Price £50.00.)Social Constructivism and the Philosophy of Science. By André Kukla. (London: Routledge, 2000. Pp. xii + 170. Price £15.99.)Doing Things for Reasons. By Rüdiger Bittner. ( Oxford UP, 2001. Pp. xi + 204. Price £35.00.)The Doctrine of Double Effect: Philosophers Debate a Controversial Moral Principle. Edited by P.A. Woodward. ( Univ. of Notre Dame Press, 2001. Pp. 317. Price $34.95 h/b, $18.95 p/b.)Justice and Punishment: the Rationale of Coercion. By Matt Matravers. ( Oxford UP, 2000. Pp. xiv + 286. Price £40.00.)Culture and Equality: an Egalitarian Critique of Multiculturalism. By Brian Barry. (Cambridge: Polity Press, 2001. Pp. xi + 399. Price £55.00 h/b, £16.99 p/b.) The Philosophical Quarterly, Volume 53, Issue 210, January 2003, Pages 117–154, https://doi.org/10.1111/1467-9213.00303 Published: 28 April 2003
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.514 | 0.438 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".