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Record W7161752677 · doi:10.82308/48444

Arduous access: a look at the primary health care crisis in Quebec, Canada

2009· dissertation· en· W7161752677 on OpenAlexaboutno aff
Tania Jenkins

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Systems and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsPrimary careHealth carePrimary health carePerspective (graphical)Marital status

Abstract

fetched live from OpenAlex

Cette thèse vise à mieux comprendre la crise concernant l'accès aux soins de santé primaires au Québec, en employant de multiples méthodes et perspectives. Avec l'aide de la régression logistique, le lien entre le statut socio-économique et l'accès aux soins primaires a été étudié à partir de la perspective de l'individu (c'est-à-dire, la demande de soins). Ces résultats démontrent que le revenu du ménage, la taille du ménage, la région de résidence et le statut marital sont tous des facteurs qui affectent l'accès équitable aux médecins de famille dans la province. Ensuite, en employant une perspective plus microsociale, l'offre de soins a été étudiée à l'aide d'entrevues avec des médecins de famille à Montréal, Québec. La difficulté d'accès aux soins de santé primaires semble être le résultat d'une série de politiques qui régulent l'offre des soins afin de réduire les coûts associés à la santé. À la lumière de ces résultats, des recommandations sont offertes afin d'à la fois améliorer l'accès aux soins de santé primaires tout en étant conscient du but à long-terme de limiter l'augmentation des coûts de santé.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.142
Threshold uncertainty score0.995

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.009
Science and technology studies0.0090.002
Scholarly communication0.0050.002
Open science0.0020.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0110.000

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.

Opus teacher head0.017
GPT teacher head0.260
Teacher spread0.244 · 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 designQualitative
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
Published2009
Admission routes1
Has abstractyes

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