Le Democrite technicien. remarques sur la reception de Democrite dans la litterature technique
Bibliographic record
Abstract
The assumption, explicit or implicit, that affected the understanding of Presocratics in the nineteenth century assumption that they are philosophers who developed coherent systems and applied their principles to all areas of their investigation, also influenced the judgment that focused on the technical works of Democritus. This chapter makes some observations on the cultural context in which Democritus wrote his technical work and the image that gives him the technical literature (especially the medical literature and the literature on agriculture) of Late Hellenistic and Imperial era. It also presents a general picture of the technical literature in the last quarter of the fifth century BC. The age of sophistry is characterized by a certain specialization, but also by its opposite, the overall knowledge. Democritus was the first scientist whose polymorphic book production is of a technical nature. The original context of the chapter is in French. Keywords: Democritus; Imperial era; medical literature; literature on agriculture
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".