Bibliographic record
Abstract
Introduction : late antique conceptions of late antiquity / Herve Inglebert -- The western kingdoms / Michael Kulikowski -- Barbarians : problems and approaches / Michael Maas -- The Balkans / Craig H. Caldwell III -- Armenia / Tim Greenwood -- Central Asia and the silk road / Etienne de la Vaissiere -- Syriac and the Syrians / Philip Wood -- Egypt / Arietta Papaconstantinou -- The Coptic tradition / Anne Boud'hors -- Ethiopia and Arabia / Christian Julien Robin -- Latin poetry / Scott McGill -- Greek poetry / Gianfranco Agosti -- Historiography / Brian Croke -- Hellenism and its discontents / Aaron Johnson -- Education : speaking, thinking, and socializing / Edward Watts -- Monasticism and the philosophical heritage / Samuel Rubenson -- Physics and metaphysics / Gregory Smith -- Travel, cartography, and cosmology / Scott F. Johnson -- Economic trajectories / Jairus Banaji -- Agriculture and other rural matters / Cam Grey -- Marriage and family / Kyle Harper -- Health, disease, and hospitals : the case of the sacred house / Peregrine Horden, Royal Holloway -- Concepts of citizenship / Ralph Mathisen -- Justice and equality / Kevin Uhalde -- Roman law and legal culture / Jill Harries -- Communication : use and reuse / Andrew Gillett.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.096 | 0.032 |
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".