Bibliographic record
Abstract
Les intersections entre la culture, le genre et la sexualite retiennent aujourd'hui l'attention des chercheurs qui travaillent sur la diversite sexuelle, une tendance que l'on rencontre dans l'espace quebecois et canadien. Plusieurs etudes ont ainsi porte sur ces enjeux parmi les autochtones et les groupes ethnoculturels. Cet ouvrage collectif, realise par des chercheurs, anglophones et francophones, de l'equipe pancanadienne Sexualites, Vulnerabilites et Resilience, presente ainsi un ensemble de travaux qui font le point sur ces questions. Les dimensions theoriques et methodologiques sont ainsi cernees et des etudes empiriques, faisant appel a des approches quantitatives et qualitatives, traitent des trajectoires et des identites parmi differentes populations, des problemes de sante auxquels elles peuvent etre confrontees et des variations dans les usages sociosexuels d'Internet. Ce tour d'horizon aide a mieux comprendre la complexite des intersections touchant les identites sexuelles et les dimensions culturelles et suggere des pistes de recherche et d'intervention a developper.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 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".