Bibliographic record
Abstract
Abstract: The Indian war conducted by Alexander iii of Macedon (327–325 b.c.e.) demonstrated the efficacy of Iranian-Macedonian cooperation. Such cooperation was the foundation of Alexander's policies from 330 to 323 b.c.e.; given this, the references to Iranian traditions in the coin imagery are not surprising. The India-related tetradrachms offer insight into Alexander's conception of his own kingship and into his imperial policy. Abstract: La guerre indienne menée par Alexandre iii de Macédoine (327–325 a. C.) a démontré l'efficacité de la coopération irano-macédonienne. Cette coopération était à la base des politiques d'Alexandre entre 330 et 323 a. C. ; par conséquent, les références aux traditions iraniennes dans l'imagerie des pièces de monnaie ne sont pas surprenantes. Les tétradrachmes liées à l'Inde nous donnent un aperçu de la façon dont Alexandre concevait son propre statut de roi et de sa politique impériale.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".