Bibliographic record
Abstract
Paul Schubert: Dag Haug: Les phases de l’évolution de la langue épique. Trois études de linguistique homérique Karin Alt: Emma C. Clarke: Jamblichus’ De Mysteriis. A manifesto of the miraculous Joachim Dingel: Luca Cadili: Viamque adfectat Olympo. Memoria ellenistica nelle ’Georgiche‘ di Virgilio Gerlinde Huber-Rebenich: Kathryn L. McKinley: Reading the Ovidian Heroine. ’Metamorphoses‘ Commentaries 1100–1618 Maria Grazia Bajoni: Ausonius, Epigrams. Text with introduction and commentary by N. M. Kay Michael Winterbottom: Virgilius Maro Grammaticus, Opera omnia. Edidit Bengt Löfstedt William M. Calder III: Caroline Winterer: The Culture of Classicism. Ancient Greece and Rome in American Intellectual Life 1780–1910 Wolfgang Orth: Philip de Souza: Piracy in the Graeco- Roman World J. F. Drinkwater: Georges Fabre and Pierre Sillières: Inscriptions latines d’Aquitaine (ILA). Lectoure Rainer Wiegels: Albert Deman et Marie Thérèse Raepsaet- Charlier: Nouveau recueil des Inscriptions latines de Belgique (ILB²) Lothar Wierschowski: Jérôme France: Quadragesima Galliarum. L’organisation douanière des provinces alpestres, gauloises et germaniques de l’empire romain (Ier siècle avant J.-C. – IIIe siècle après J.-C.) Beat Näf: Michele Renee Salzman: The Making of a Christian Aristocracy. Social and Religious Change in the Western Roman Empire Antoine Hermary: Sylvia Brehme, Melitta Brönner, Vassos Karageorghis, Gertrud Platz-Horster, Bernhard Weisser: Ancient Cypriote Art in Berlin. Antikensammlung, Museum für Vor- und Frühgeschichte, Münzkabinett Frieda Vandenabeele: Vassos Karageorghis: Cypriote Antiquities in the Royal Ontario Museum. In collaboration with Paul Denis, Neda Leipen, Alison Harle Easson, Demetra Papanikola- Bakirtzis and Elizabeth A. Knox Jürgen Borchhardt: Johannes Nollé: Die Abwehr der wilden Schweine. Schwarzwildjagden im antiken Lykien Adolf Köhnken: Hartmut Erbse † Arbeitsvorhaben Personalien
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.099 | 0.096 |
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".