Bibliographic record
Abstract
FAITS D'ACTUALITÉ par Rémi Moreau I. Les résultats de l'industrie canadienne de l'assurance de dommages en 2001Selon le BAC, l'estimation pour l'année 2001 du rendement des capitaux propres des assureurs s'établissait à 3 %.Les bénéfices ont chuté de 52 %, pour atteindre 581 millions de dollars, soit le quart de ceux réalisés lors de la dernière bonne année de l'industrie, en 1997.On observe que la hausse des primes en 2001 a été annu lée par une sinistralité plus élevée.Sur le plan des souscriptions, les pertes furent encore plus marquées que celles de l'an 2000, soit une variation de 26,8 %.Voici les principales caractéristiques établies par le BAC pour le dernier trimestre et les quatre trimestres de l'année 2001, compa rés à ceux de l'année précédente :
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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 | 0.027 | 0.139 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.053 | 0.016 |
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".