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Record W140652501 · doi:10.7202/600914ar

Statut socio-économique et utilisation des services de santé à Montréal

2009· article· en· W140652501 on OpenAlexaffvenueabout
Jack Siemiatycki, Lesley Richardson

Bibliographic record

VenueL Actualité économique · 2009
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Systems and Practices
Canadian institutionsArmand Frappier Museum
Fundersnot available
KeywordsMedicineMedical prescriptionPer capitaMedical servicesFamily medicineHealth careDemographyEnvironmental healthNursingPopulationPolitical science

Abstract

fetched live from OpenAlex

National health insurance was implemented in Quebec in late 1970. Previously reported surveys carried out in Montreal in 1969-70 and 1971-72 showed that while there was no change in overall volume of services, there was a redistribution, with increases among the poor and decreases among the wealthy. We conducted a survey in late 1974 to determine the "steady-state" impact of l’assurance-maladie on social class differences in health care utilization. In a socially heterogeneous area of Montreal 1,559 households were surveyed. When reported morbidity status was taken into account, physician visit rates in the past two weeks were 21.6 per cent, 20.2 per cent, and 20.4 per cent in low, middle and high economic classes respectively, confirming the disparity of access has been reduced. However, relative to the non-poor, the poor still made considerable use of hospital clinics and emergency rooms for primary care and more of their visits entailed prescriptions and physician-initiated requests to return. The latter may indicate that the poor still consult the doctor for more advanced conditions than the non-poor. There is no evidence of abuse of "free" medical care by the poor. In contrast to the equalization in use of physician services, dental services are still unequally distributed, although compared with the 1969-70 and 1971-72 surveys, utilization rates were higher in 1974 in all social classes. The overall increase in per capita physician visits was confirmed by statistics of the Régie de l’assurance-maladie du Québec. A parallel increase in the supply of physicians kept the workload of the average physician at a constant level.

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)0.003
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 score0.035
Threshold uncertainty score0.256

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0090.000

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 head0.133
GPT teacher head0.436
Teacher spread0.303 · 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

Citations1
Published2009
Admission routes3
Has abstractyes

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