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Record W2790519506 · doi:10.1051/pmed/2017024

Une rencontre épistémologique

2017· article· fr· W2790519506 on OpenAlexaff
Marie‐Pierre Codsi

Bibliographic record

VenuePédagogie médicale · 2017
Typearticle
Languagefr
FieldMedicine
TopicClinical Reasoning and Diagnostic Skills
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsHumanitiesQualitative researchPhilosophySociologySocial science

Abstract

fetched live from OpenAlex

Contexte : L'introduction à la recherche qualitative est souvent complexe et déconcertante pour le néophyte, particulièrement dans le milieu médical où la recherche quantitative domine largement. L'auteur témoigne de cette confrontation d'idées à travers un dialogue épistémologique imaginaire. But : Présenter de façon pédagogique et ludique la pertinence et la légitimité de la recherche qualitative. Méthode : Débat épistémologique prenant la forme d'un dialogue fictif entre un médecin et une anthropologue. Résultats : Les principaux arguments et critiques attachés à la recherche qualitative sont présentés et argumentés. Conclusion : Cet essai se veut un outil pédagogique utile et pertinent pour introduire aux lecteurs les grands concepts sous-tendant la recherche qualitative. La forme simple et ludique s'adresse autant au néophyte qu'au chercheur plus expérimenté.

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)0.036
metaresearch head score (Gemma)0.046
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.036
Threshold uncertainty score0.191

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.046
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0040.003
Science and technology studies0.0080.042
Scholarly communication0.0160.017
Open science0.0030.010
Research integrity0.0060.010
Insufficient payload (model declined to judge)0.0130.002

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.

Opus teacher head0.067
GPT teacher head0.399
Teacher spread0.332 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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".

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Citations0
Published2017
Admission routes1
Has abstractyes

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