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Record W1983138814 · doi:10.7202/019342ar

Les ingénieurs sanitaires à Montréal, 1870–1945 : Lieux de formation et exercice de la profession

2008· article· fr· W1983138814 on OpenAlexvenueaboutno aff
Robert Gagnon, Natasha Zwarich

Bibliographic record

VenueUrban History Review · 2008
Typearticle
Languagefr
FieldArts and Humanities
TopicHistorical Studies and Socio-cultural Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

Résumé Cet article a pour objet les ingénieurs sanitaires à Montréal depuis leur émergence, au XIXe siècle, jusqu’au milieu du siècle dernier. Peu étudiés par les historiens de la médecine et, plus généralement, par les spécialistes de l’histoire urbaine, ces experts ont pourtant joué un rôle de premier plan dans la mise en place de certaines infrastructures liées à la santé publique. Il est cependant difficile de retracer l’histoire d’un groupe qui ne s’est pas incarné dans des organismes de représentation et dont la formation, à l’intérieur des écoles de génie ou des facultés de médecine, ne s’est pas complètement autonomisée. En retraçant l’itinéraire de carrière de quelques ingénieurs sanitaires et en analysant le développement de l’enseignement du génie sanitaire à Montréal, nous avons tenté de jeter un peu de lumière sur un groupe d’experts relativement méconnus en histoire urbaine.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.996
Threshold uncertainty score0.312

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0040.004
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0130.000

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.

Opus teacher head0.057
GPT teacher head0.258
Teacher spread0.201 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations4
Published2008
Admission routes2
Has abstractyes

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