Les Pays-Bas contre l'impérialisme napoléonien : les soulèvements anti-français entre 1806 et 1813
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
L'historiographie traditionnelle nous a légué l'image stéréotypée d'un peuple néerlandais apathique et ordonné. Un peuple incapable d'actions collectives violentes. Pourtant, les recherches précises sur l'époque 1806-1813 démontrent que celle-ci a été ponctuée de troubles et d'émeutes. Les nouveautés introduites par Louis Napoléon ou Napoléon Ier n'ont pas laissé les Bataves indifférents. Ils se sont opposés de bien des manières à tout ce qui menaçait leur liberté et leur autonomie, ce qui ne veut pas dire non plus que ces protestations expriment des valeurs identiques à celles des Espagnols ou des Napolitains.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 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