Les Bateaux-phares du Saint-Laurent : En aval de Québec, 1830-1963
Bibliographic record
Abstract
Ancres de la mi-avril jusqu'au passage du dernier oceanique a destination de l'Europe au debut de decembre, les hommes d'equipage des bateaux-phares signalaient par leur presence des pieges mortels pour la navigation et ont consacre leur vie a preserver celle de leurs confreres qui avaient la chance de laisser derriere eux un sillage. Jean Cloutier et Jean-Pierre Charest livrent un ouvrage anime par un devoir de memoire envers ces marins de l'immobile, totalement disparus de notre conscience collective. Le document se consacre a l'evolution de ces navires « qui n'allaient nulle part ». Il devoile un aspect humain fascinant, anime par de savoureux entretiens avec les derniers survivants qui vecurent sur le lightship. Il offre une visite detaillee des postes de mouillage et des navires assignes qui parsemerent notre fleuve majestueux depuis la Traverse-en-Haut jusqu'a la pointe Est de l'ile d'Anticosti. Enrichi par une iconographique abondante, cet ouvrage est un hommage a ces acteurs oublies.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 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".