« C’est un monde naviguer ». Le capitaine Michel Pouliot, pilote du Saint-Laurent
Bibliographic record
Abstract
Ce texte s’appuie sur le témoignage du capitaine Michel Pouliot, recueilli par Louise Décarie et Bernard Genest, à Saint-Jean de l’île d’Orléans, à l’été 2021. Maillon important d’une dynastie de marins, Michel Pouliot a été pendant plus de 25 ans la « figure la plus influente au sein du pilotage maritime canadien et international », comme le rapportait la revue Le Pilote canadien dans son numéro du printemps 2010. Dans son texte, Bernard Genest situe d’abord l’informateur dans ses contextes historique, géographique et familial, avant de faire état de ses années de formation, de sa pratique et de son expérience, de même que de son rôle auprès des autorités canadiennes et internationales en matière de sécurité maritime, de réglementation et de reconnaissance de la profession.
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.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.020 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".