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Record W2047699830 · doi:10.7202/056991ar

Conservation des ressources et changements scientifiques en agronomie au Québec

2005· article· fr· W2047699830 on OpenAlexvenueaboutno aff
Stéphane Castonguay

Bibliographic record

VenueRecherches sociographiques · 2005
Typearticle
Languagefr
FieldAgricultural and Biological Sciences
TopicAgriculture and Rural Development Research
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophyForestryGeography

Abstract

fetched live from OpenAlex

L'auteur examine les facteurs présidant aux changements conceptuels en agronomie et à la légitimation de la recherche en agrobiologie au Québec. À la fin des années 1960, les chercheurs universitaires et gouvernementaux en sciences des sols s'engagèrent dans un programme de recherche en calibration des méthodes d'analyse. Ce faisant, ils optèrent pour une interprétation physico-chimique des phénomènes de fertilité et abandonnèrent l'approche fondée sur la biologie des sols. Au cours des années 1980, les problèmes de gestion des fumiers et de dégradation des sols incitèrent les chercheurs à réviser leurs pratiques expérimentales et à étudier le rôle des microorganismes et de la matière organique dans la productivité agricole. Les agrobiologistes purent alors bénéficier d'un support institutionnel et matériel pour assurer la diffusion des connaissances en biologie des sols. L'étude porte une attention particulière à l'analyse de la pratique scientifique pour comprendre les processus de légitimation en sciences.

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)0.004
metaresearch head score (Gemma)0.008
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 score0.363

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0040.003
Scholarly communication0.0050.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.000

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 head0.134
GPT teacher head0.339
Teacher spread0.205 · 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

Citations2
Published2005
Admission routes2
Has abstractyes

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