Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
References: Poole, R. S., <em>Catalogue of Greek coins: the Ptolemies, kings of Egypt</em>, London: BMP, 1883; Svoronos, I. N., Τα Νομισματα του Κρατους των Πτολεμαιων (The Coins of the Ptolemaic Kings), Sakellarios, Athens, 1904, 416, pl. 15, 424; Mørkholm, O., <em>Early Hellenistic Coinage from the Accession of Alexander to the Peace of Apamaea (336-188 BC)</em>, Cambridge: Cambridge University Press, 1991; Hazzard, R. A., <em>Ptolemaic Coins: An Introduction for Collectors</em>, Toronto, 1995; Bouyon, B., Depeyrot, G., Desnier, J.-L., <em>Le système et la technologie des monnaies de bronze</em>, Wetteren, 2000; Lorber, C., <em>Coins of the Ptolemaic Empire I: Ptolemy I through Ptolemy IV</em>, New York: American Numismatic Society, 2018. Coin from the Ptolemaic Kingdom of Egypt, Ptolemy I Soter I (305-283 BC). On the obverse, head of deified-Alexander the Great in elephant skin headdress, to represent the last conquest of new territory before his death, India., and wearing aegis, facing right. Open-wing eagle standing left on thunderbolt with inscription ΠΤΟΛΕΜΑΙΟΥ (of Ptolemy) on the left field. Distinct monogram between the eagle's legs, the letter A (alpha). On both sides is partially visible the border of dots. Centering hole on both sides. Early coins often have punch holes suggesting they were repeatedly tested to determine their true composition or because of the technical manufacture as they were part of the flan preparation. Date: 305–283 B.C. Parallels: similar example London, British Museum 1980,1214.16094, TC,p236.3.PtoIX; for the elephant skin compare with London, British Museum 1876,0505.28, 1885,0505.15; Philadelphia, Penn Museum 29-70-302.Photo by Steve Morton
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.103 | 0.012 |
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 it