Bibliographic record
Abstract
After a training with French landscape artist Jules Noël, Gaston Roullet applies in 1884 for a position in the French Navy. Appointed the following year as an official artist "of the Navy and the Colonies", he proceeds to explore French Indochina, Canada, Tunisia (twice), New Caledonia, Senegal and "French Sudan" (present-day Mali). These missions allow him to produce a great many drawings, watercolours and also oil paintings, but Roullet also narrates his trips with coulourful depictions of his travels in little notebooks. Excerpts from these accounts were at the time, published in the French press.During a three-month stay in New Caledonia in 1889, he filled three small notebooks with dozens of drawings and detailed accounts of his trip, revealing his understanding and impressions of the then young French colony. For the first time, this important testimony is published, analysed and illustrated with Gaston Roullet's known production from the period.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.046 | 0.010 |
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".