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Record W4415861829 · doi:10.13162/hro-ors.v12i1.6923

Santé Québec: Reflections on Québec’s 2025 Health System Reform

2025· article· fr· W4415861829 on OpenAlexaffvenueabout
Emmanuelle Arpin, Lara Gautier, Amélie Quesnel‐Vallée

Bibliographic record

VenueHealth Reform Observer - Observatoire des Réformes de Santé · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsMcGill UniversityUniversité de Montréal
Fundersnot available
KeywordsHealth policyHealth careSocial policySocial determinants of healthSocial WelfareEquity (law)International healthSubsidyPopulation

Abstract

fetched live from OpenAlex

Québec retains a unique set of social and health policies which distinguishes it from other Canadian provinces. Québec’s welfare state, distinct within Canada and North America more generally, is the product of the province’s history of secularization and detachment from traditional institutions, all tenets of the Quiet Revolution of the 1960s (D. Béland and Lecours 2008; Rocher 2002). Examples of unique policy initiatives include generous family policies (parental leave including paternity leave, universal daycare programs), as well as the democratization of education through generous government subsidies for higher education. Québec’s health care system, like those of other provinces, guarantees publicly funded physician services and hospital care. But the province has also used its jurisdictional autonomy to pioneer innovative health and social programs that expand beyond universal coverage, addressing broader determinants of health and embedding equity considerations across all sectors of policy-making. Examples include the Local Community Service Centres (Centres locaux de services communautaires; CLSC), a cornerstone of primary care in Québec; embedding the responsabilité populationnelle (accountability for population health) into health and social programs; a publicly subsidized drug insurance plan introduced in the late 1990s; and the integration of health and social care under the same governing authority, the Ministry of Health and Social Services (Ministère de la Santé et des Services sociaux; MSSS) — with the latter two innovations unique in Canada. This orientation was further institutionalized with the adoption of Article 54 of the Public Health Act, which facilitated the adoption of the Health in All Policies framework by requiring ministries to assess the health impacts of their proposed legislation. (continued in full text PDF / HTML)

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)0.009
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.758
Threshold uncertainty score0.879

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.003
Science and technology studies0.0120.007
Scholarly communication0.0100.004
Open science0.0040.004
Research integrity0.0140.010
Insufficient payload (model declined to judge)0.0190.001

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 head0.079
GPT teacher head0.400
Teacher spread0.321 · 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 designNot applicable
Domainnot available
GenreCommentary

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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