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
This is the first title in the Key Themes in Ancient Philosophy series, which provides concise books, written by major scholars and accessible to non-specialists, on important themes in ancient philosophy which remain of philosophical interest today. In this book, Professor Gerson explores ancient accounts of the nature of knowledge and belief from the Presocratics up to the Platonists of late antiquity. He argues that ancient philosophers generally held a naturalistic view of knowledge as well as of belief. Hence, knowledge was not viewed as a stipulated or semantically determined type of belief but was rather a real or objectively determinable achievement. In fact, its attainment was identical with the highest possible cognitive achievement, namely wisdom. It was this naturalistic view of knowledge at which the ancient Skeptics took aim. The book concludes by comparing the ancient naturalistic epistemology with some contemporary versions.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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