Le constructivisme en action : des étudiants et des étudiantes se penchent sur leur idée de science
Bibliographic record
Abstract
Dans la foulée des travaux qui s'inscrivent dans la perspective du constructivisme radical et des divers travaux de recherche que nous menons depuis plusieurs années, nous avons conçu et réalisé une expérimentation qui visait à amener 35 étudiants et étudiantes du collégial à s'interroger sur le processus de production d'un savoir dit scientifique et, plus particulièrement, sur le caractère construit et négocié de ce savoir. L'un des constats les plus marqués que l'on peut dégager de cette recherche est sans contredit le fait que ces étudiants et ces étudiantes se sont révélés de brillants épistémologues et ont su, de façon reflexive, développer une idée de science plus avertie.
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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 | 0.040 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.010 | 0.107 |
| Scholarly communication | 0.024 | 0.025 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.004 | 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".