Bien-être psychosocial de femmes âgées ayant vécu un épisode de maltraitance1
Bibliographic record
Abstract
L’objectif de la présente étude était de comparer le bien-être psychosocial actuel de 16 femmes âgées de 65 ans ou plus, vivant dans la communauté, à celui de 19 femmes rapportant n’avoir jamais vécu d’épisode de maltraitance dans leur vie. Bien que la littérature scientifique suggère que la détresse psychologique soit l’une des principales conséquences de la maltraitance, les résultats font surtout état de différences en lien avec les dimensions sociales. Les femmes ayant été maltraitées considèrent avoir peu de soutien de leur famille, un faible lien d’attachement avec d’autres personnes et n’ont personne à qui s’adresser pour obtenir conseils.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".