Bibliographic record
Abstract
Zinon Papakonstantinou (editor, University of Washington), Prologue: in the Cultures of the Ancient World Paul Christesen (Dartmouth College), Whence 776? Origin of the Date for the First Olympiad Donald Kyle (University of Texas, Arlington), Pan-Hellenism and Particularism: Herodotus on Greekness, Piety, and David Pritchard (University of Queensland), Sport, War and Democracy in Classical Athens Sofie Remijsen (Katholieke Universiteit Leuven), Challenged by Egyptians: Greek Sports in the Third century BC Christian Mann (Brown University), Gladiators in the Greek east: a Case Study in Romanization Michael Carter (Brock University), Gladiators and Monomachoi: Greek Attitudes to a Roman 'Cultural Performance' Nigel Kennell (American School of Classical Studies at Athens, International Centre for Hellenic and Mediterranean Studies) The Greek Ephebate in the Roman Period Nigel Crowther (University of Western Ontario), Observations on Boys, Girls, Youths and Age Categories in Roman Sports and Spectacles Zinon Papakonstantinou (University of Washington), Epilogue: Some Perspectives on Ancient Sport
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.004 | 0.012 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".