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
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.
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 | 0.017 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.004 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 it