Un projet intercompréhensif de théorisation des pratiques sociales
Bibliographic record
Abstract
Le présent article se situe dans une réflexion sur l'utilisation des récits de pratique comme outil de théorisation du social dans le cadre d'un séminaire de maîtrise en intervention sociale à l'UQAM. Nous nous proposons d'esquisser une problématique sur les pratiques sociales et leur renouvellement dans le contexte de crise actuelle, à partir du discours que tiennent les intervenantes sociales sur leur propre pratique et des significations que, collectivement, on pourra en tirer. Cela implique entre autres l'examen de quelques enjeux qui se présentent aux acteurs sociaux qui s'engagent de façon coopérative dans un projet d'intercompréhension qui comporte des risques. Ceux-ci sont toutefois compensés par la découverte progressive des significations profondes investies dans les pratiques quotidiennes et du pouvoir pour de renouvellement des pratiques sociales que recèle un processus collectif de production de connaissance.
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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 | 0.028 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.005 | 0.030 |
| Scholarly communication | 0.011 | 0.014 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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.
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".