Discuter et réfléchir son activité par l’instruction au sosie : émergence de contradictions et débats de métier
Bibliographic record
Abstract
La pratique des personnes conseillères d’orientation est complexe et exige des espaces-temps de réflexivité pour repenser le travail. Sous l’angle de la psychologie culturelle-historique, la réflexion est conçue comme une reconfiguration du rapport à l’activité laborieuse et repose sur des dynamiques collectives et subjectives. À partir d’instructions au sosie réalisées en collectif, l’analyse ici proposée cerne les fonctions du collectif, de la discussion sur le métier et des contradictions le traversant, pour stimuler la réflexion et dynamiser les affects liés à l’activité de travail. Pour les personnes conseillères impliquées, les réflexions collectives et mises en débat du métier ont soutenu l’établissement d’un rapport subjectif progressivement plus conscient à l’activité de travail, lequel les mène à envisager de nouvelles possibilités d’agir.
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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 | 0.005 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.019 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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".