Famille, vieillissement, territoire et innovation sociale
Bibliographic record
Abstract
Ce numéro thématique s’intéresse aux principaux enjeux et défis associés au vieillissement démographique en regard de l’amélioration de l’inclusion sociale et de la qualité de vie des aînés. Les articles qui le composent mettent en exergue le remodelage du lien social entre les personnes âgées, le territoire, leur famille et l’ensemble de la société en s’appuyant sur divers cas au Québec et en France. Ceux-ci touchent la retraite en milieu agricole, les stratégies déployées face aux difficultés financières, les impacts du vieillissement sous la loupe de l’aménagement urbain, la démarche « Municipalités amies des aînés » et le soutien aux proches aidants. Enfin, trois articles Hors thème complètent ce numéro. Le premier traite de la séparation conjugale ; le deuxième du soutien parental dont bénéficient des jeunes trans ; le dernier s’intéresse aux relations de jeunes adultes ayant été exposés à de la violence conjugale dans leur enfance ou adolescence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
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".