Bibliographic record
Abstract
INTRODUCTION By the thirteenth book of Homer's Odyssey , Odysseus has finally reached Ithaca. At first, it seems to be yet another strange island on which he has been cast adrift as an outsider. It takes the last half of the poem for Odysseus to reclaim his identity as the father of Telemachus, Penelope's husband, Ithaca's king. The process begins in the hut of Eumaeus, his swineherd and slave. Odysseus is disguised as an old beggar and does not identify himself even when Eumaeus demonstrates his loyalty to the master who has been gone for so many years. Instead, he weaves a false tale of his origins as the son of a wealthy Cretan and a bought concubine. On equal footing with his legitimate brothers while his father was alive (says Odysseus), he was allotted only a pittance on his death ( Od . 14.199–210). Later, Eumaeus reciprocates with his own life story. He was not born a slave but the son of a king. His slave nurse, however, took him with her when she sailed off with a Phoenician seducer. Artemis struck her down on the seventh day at sea, and Odysseus' father Laertes bought the young Eumaeus (15.403–84). One of these stories is clearly fabricated in Odysseus' crafty fashion, the other (so far as we can tell) no more than the truth.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.023 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".