Aristotle’s Μετεωρολογικά: Meteorology Then and Now by Anastasios A. Tsonis and Christos Zerefos
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
Aristotle’s Meteorologica is one of the least studied of Aristotle’s major works, and scholars who do study it often concentrate on its logical and theoretical aspects rather than on the empirical science contained in it. The two authors of this study are professional meteorologists from Greece: Anastasios Tsonis, emeritus distinguished professor in the Department of Mathematical Sciences at the University of Wisconsin-Milwaukee, and Christos Zerefos, head of the Research Centre for Atmospheric Physics and Climatology at the Academy of Athens and professor of atmospheric physics at the Universities of Athens and Thessaloniki. They are interested in Aristotle’s work as a contribution to science and not just as an essay in the logic of scientific inquiry. This book thus fills a gap in the resources available for the study of Aristotle’s Meteorologica. I shall provide an overview of the book and then offer a critical assessment of it.
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 | 0.002 | 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 | 0.015 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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