Les réactions du personnel à l’introduction et à l’utilisation de l’informatique dans les organismes de service social
Bibliographic record
Abstract
Les habitudes de travail des différents personnels des organismes de services sociaux sont bouleversées par l'implantation de l'informatique. Même si on est favorable à cette nouvelle technologie, ses bienfaits et son utilité ne sont pas toujours évidents: les employés de soutien ont dû s'initier à de nouvelles méthodes de travail mais ils recueillent le même type d'informations qu'auparavant ; les employés responsables des services à la clientèle ne la trouvent pas pertinente pour l'amélioration des services qu'ils doivent rendre ; les gestionnaires, cependant, l'apprécient lorsqu'ils ont à prendre des décisions administratives.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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 teacher head, 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".