MétaCan
Menu
Back to cohort
Record W4392390265 · doi:10.3917/graph1.085.lxvi

Analyser la pratique en groupe. De la situation complexe à l’organisation du monde social

2024· article· fr· W4392390265 on OpenAlexaffabout
Catherine Bélanger Sabourin

Bibliographic record

VenueSociographe · 2024
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsMinistère de l’Emploi et de la Solidarité Sociale (Québec)
Fundersnot available
KeywordsHumanitiesSociologyPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

Cet article porte sur un dispositif de groupe d’analyse de la pratique coconstruit dans le cadre d’une recherche collaborative menée avec des intervenantes et des intervenants sociaux de proximité de milieux communautaires et de centres de pédiatrie sociale en communauté à Montréal. Levier médiateur pour rapprocher recherche-pratique, ce dispositif a permis de prendre des situations d’intervention complexes comme point de départ d’une compréhension sociologique de l’intervention avec les familles en situation de vulnérabilité. L’article offre un aperçu du déroulement de ce groupe d’analyse de la pratique et des savoirs qu’il a permis de coproduire. D’une part, la présentation d’une des situations complexes co-analysées met en lumière la réflexivité des personnes participantes et le potentiel de cet espace groupal pour enrichir le sens des situations et de leur pratique. D’autre part, l’explicitation d’une convention de pratique au fondement de l’organisation hiérarchique de ce monde social, à savoir « la primauté de l’évaluation diagnostique », permet d’appréhender la marginalisation des acteurs au plus près des enfants et de leur famille en situation de vulnérabilité.

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)0.008
metaresearch head score (Gemma)0.016
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: Empirical
Teacher disagreement score0.055
Threshold uncertainty score0.110

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0070.015
Scholarly communication0.0090.006
Open science0.0020.008
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0120.001

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.

Opus teacher head0.016
GPT teacher head0.325
Teacher spread0.309 · 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".

Quick stats

Citations0
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueSociographeSame topicSocial Sciences and GovernanceFrench-language works237,207