Louis Gallouédec (1864-1937), un vulgarisateur de la géographie engagé en politique
Bibliographic record
Abstract
Louis Gallouedec (1864-1937) has acted simultaneously as a prominent geographer and a politician in the Loiret department. From a very modest Briton background, he has enjoyed an impressive social advancement throught meritocracy. One of Vidal de La Blache's students, he passed the agregation, contribued to the Annales de geographie, and then specialized in the writing of textbooks. From 1912 onwards, he ran the whole Hachette collection of atlas and geography books for all levels of teaching. From 1911 to 1933, he exercised as a inspector general. All the same time, he took an active part in the political life in the Loiret departement : first as a militant : defence of Dreyfus, defence of the republican and civil causes, then as an elected representative for the radical party : mayor, department councilor and eventually president of the department Council. Obviously, all the points of this research have been studied in the historical context of the Third Republic.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 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".