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Record W4410564865 · doi:10.24095/hpcdp.45.5.04f

Les aidants principaux des personnes avec des incapacités ou des troubles du développement au Canada : faits saillants de l’Enquête sociale générale – Les soins donnés et reçus de 2018

2025· article· fr· W4410564865 on OpenAlexaffvenueabout
Sarah Palmeter, Siobhan O’Donnell, Sienna Smith

Bibliographic record

VenuePromotion de la santé et prévention des maladies chroniques au Canada · 2025
Typearticle
Languagefr
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsPublic Health Agency of Canada
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Résumé À l’aide des données de l’Enquête sociale générale – Les soins donnés et reçus de 2018, nous avons étudié les caractéristiques des aidants des personnes avec des incapacités ou des troubles du développement (ITD) et les répercussions de la prestation de soins sur ces aidants. La proportion d’aidants de personnes avec des ITD dont la santé générale et la santé mentale étaient optimales était inférieure à celle des non-aidants. Environ deux tiers des aidants de personnes avec des ITD ont déclaré se sentir inquiets ou anxieux, ou fatigués et près de la moitié ont fait état de besoins de soutien non satisfaits. Cependant, par rapport aux aidants de personnes atteints d’autres problèmes de santé, une proportion significativement plus élevée d’aidants de personnes avec des ITD ont décrit leurs expériences d’aidant comme étant gratifiantes.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.038
Threshold uncertainty score0.279

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.006
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0100.001

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.

Opus teacher head0.025
GPT teacher head0.313
Teacher spread0.288 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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