Perceptions of the Second Sophistic and Its Times - Regards sur la Seconde Sophistique et son époque
Bibliographic record
Abstract
Introduction by Thomas Schmidt (Universite de Fribourg) and Pascale Fleury (Universite Laval) PART I : Essence et presence de la Seconde Sophistique * Narrative of Cultural Geography in Philostratus' Lives of the Sophists by Adam Kemezis (University of Alberta) * The Second Sophistic and Non-Elite Speakers by Ian Henderson (McGill University) * L'Heracles d'Herode: heroisme et philosophie dans la sophistique de Philostrate by Dominque Cote (University of Ottawa) PART II: L'orateur et son image * L'orateur oracle: une image sophistique by Pascale Fleury * Portrait d'un rheteur: Aelius Aristide comme inite mystique et athlete dans les Discours sacres by Janet Downie (Princeton University) * Une ecriture du visuel au temps de la Seconde Sophistique: Clement d'Alexandrie (Protreptique) et Philostrate (Images) by Anne Pasquier (Universite Laval) PART III: Passe et identite grecque * Sophistes, barbares et identite grecques: le cas de dion Chrysostome by Thomas Schmidt * Reflets de l'hellenisme chez Athenee a travers l'emploi des termes [...] by Marie-Helene Mainguy (Universite Laval) * Pausanias le Periegete et la Seconde Sophistique by Janick Auberger (Universite du Quebec a Montreal) PART IV: Texte, tradition et performance * Dance and Discourse in Plutarch's Table Talks 9.15 by Karin Schlapbach (University of Ottawa) * Galen on [...] by Sean Alexander Gurd (Concordia University) PART V: Heritage et influence de la Seconde Sophistique * Were the Speeches of Aelius Aristides rediscovered in the 350s p.C.? by John Vanderspoel (University of Calgary) * Libanius' Monody for Daphne (Or. 60) and the Eleusinios Logos of Aelius Aristides by Diane Johnson (University of Western Washington) * Themistios et la Seconde Sophistique: le theme du tyran by Christian R. Raschle (Universite de Montreal)
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.011 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".