Hasard et Providence dans la philosophie de l’histoire de Loys Le Roy
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
Louis Le Roy (1510-1577), historien et philosophe, est surtout connu par son livre, De la vicissitude ou variété des choses en l’univers (1575), synthèse d’une philosophie de la nature et d’une philosophie de l’histoire. Tout en croyant à un certain rapport entre les progrès de l’humanité et la providence divine, acte absolu qui transcende la finalité naturelle, sa recherche majeure consiste à tenter de mettre au jour les causes, proches ou lointaines, avérées ou seulement vraisemblables des événements historiques (que d’ailleurs le temps remettra en question : « Time trieth Truth », affirmait Thomas More), sans se satisfaire d’un enregistrement de pures contingences, indépendantes les unes des autres.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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