Ioannis Petrocheilos:and the speleological research in Kythera (1930- 1960)
Bibliographic record
Abstract
Speleology, a widespread activity and science today, few know that to a large extent -at least for Greece- was formed in Kythira through the visits to the caves of the island by Ioannis S. Petrochilos in the 1930s. Through archival material the This edition presents these first researches of Ioannis Petrochilos in Kythira from 1930 to 1960, while outlining the researcher, his approach to the object, as well as the first steps of Greek speleology. Ioannis Petrochilos, Yankos as he was known to his friends and family, is recognized as the patriarch of Greek speleology and one of the pioneers in the scientific study of caves worldwide. Following the journey of Ioannis Petrochilos from Smyrna at the beginning of the 20th century, in the caves of Kythera and finally in post-war Athens, the reader explores the beginnings of a sporting and scientific activity, which many have heard, but few have managed to experience. (From the presentation on the back of the book)
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.009 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".