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Record W4229448047 · doi:10.1177/00207314221100654

After More Than 50 Years, Pharmacare (and Dental Care) are Coming to Canada

2022· article· en· W4229448047 on OpenAlexaffabout
Joel Lexchin

Bibliographic record

VenueInternational Journal of Health Services · 2022
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsYork UniversityUniversity of Toronto
Fundersnot available
KeywordsDemocracyGovernment (linguistics)PoliticsDental carePolitical scienceMedical prescriptionPublic administrationPoint (geometry)State (computer science)LawMedicineFamily medicineNursing

Abstract

fetched live from OpenAlex

In March 2022, the New Democratic Party (NDP), Canada's social democratic party, and the centrist Liberal government signed a supply and confidence agreement. In return for the NDP agreeing to vote with the government on all crucial issues until June 2025, the Liberals pledged to bring in both pharmacare and dental care programs. Pharmacare, universal public insurance coverage for prescription drugs, had been promised for more than 50 years but never implemented, while public dental care was an almost completely neglected issue. This article explains the long genesis of pharmacare, the need for public dental care, and the political circumstances that led to the agreement. However, at this point, details about both plans are largely absent. As a result, how well those plans will serve the needs of Canadians is yet to be determined.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.340
Threshold uncertainty score0.965

Codex and Gemma teacher scores by category

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

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 head0.034
GPT teacher head0.402
Teacher spread0.368 · 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 teacher head, 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

Citations7
Published2022
Admission routes2
Has abstractyes

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