CJG volume 19 supplement 1 Cover and Front matter
Bibliographic record
Abstract
La Revue canadienne du vieillissement, revue trimestrielle dotee d'un comite de lecture; est l'organe de l'Association canadienne de gerontologie.La revue publie des articles sur le vieillissement dans les disciplines suivantes: biologie, gerontologie educative, sciences de la sante, psychologie, sciences sociales et politiques et pratiques sociales.Les manuscrits sont acceptes ou refuses sur la recommendation des redacteurs representant chacune des cinq sections de l'ACG, et apres consultation avec les membres du comite de lecture.Les manuscrits sont normalement soumis a l'approbation des redacteurs et de deux lecteurs ou plus.Les opinions exprimees dans la revue n'engagent que leurs auteurs. Les articles sont resumes et indexes dans Abstracts in Social Gerontology, Agelnfo CD-ROM, Ageline, Australasian Medical Index, Bibliographic internationale de la litterature periodique, Bibliographic internationale des recensions.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.643 | 0.395 |
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".