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
The chronology of the Platonic Academy in later ancient times is relatively well known, owing to the description Damascius furnishes in his Vita Isidori (a biography of Damascius' beloved teacher, who was probably also one of his predecessors as the head of the Academy). Concerning Damascius' own life, however, we do not have very detailed knowledge. One of the few facts that are known with certainty is that he originated from Damascus (as we know from Simplicius, In Phys. 624.38 Diels, and from Damascius' own Vita Isidori 200 Photius). The only dates that are certain are circumstantial to Damascius' life: the closing down of the pagan schools by the Emperor Justinian in 529, which led to Damascius' exile; and the date of a stele, found in Homs (Emesa, Syria) in 1925 and dated 538 ce. It bears an epitaph that was known from another literary tradition (the Anthologia Palatina), to be attributed to Damascius:
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it