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Record W4411344547 · doi:10.46747/cfp.7106396

Public priorities for primary care in Canada

2025· article· en· W4411344547 on OpenAlexafffundvenueabout
Tara Kiran, Rachel Thelen, K. Szymański, Maryam Daneshvarfard, Kanya L Rajendra, Jeanette Lim, Mirna Garabet, L Mayer, Steve Black, Jordan D Waterbury, Alan Katz, Amanda Condon, M. Ruth Lavergne, Katherine Stringer, Mylaine Breton, Neb Kovacina, Jasmin Kay, Peter MacLeod, Goldis Mitra

Bibliographic record

VenueCanadian Family Physician · 2025
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsUniversity of British ColumbiaMcGill UniversityCanadian Institutes of Health ResearchUniversity of TorontoDalhousie UniversityUniversity of ManitobaCancer Care Nova ScotiaCancerCare Manitoba
FundersCanadian Medical Association
KeywordsPrimary careData scienceComputer sciencePrimary health carePrimary (astronomy)World Wide WebMedicineFamily medicineEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVE: To present recommendations from 5 provincial reference panels conducted as part of the OurCare initiative, the largest-ever national effort to engage the public about the future of primary care in Canada. COMPOSITION OF THE COMMITTEE: Each provincial reference panel included 30 to 36 members of the public who were randomly selected to represent the demographic characteristics of that province. Panels were held in Nova Scotia, Quebec, Ontario, Manitoba, and British Columbia. METHODS: OurCare panelists spent up to 40 hours learning about primary care from experts in each province and deliberating to reach consensus on values, issues, and recommendations. Provincial advisory committees were composed of clinician leaders, policy-makers, and researchers. In each province, OurCare panelists collectively developed a report summarizing the results of their deliberations. REPORT: Panels in all 5 provinces identified 3 major challenges affecting primary care: a growing health workforce crisis, inequitable access to care, and fragmented services. Participants emphasized that everyone in Canada should have timely, equitable access to primary care, and called for a system that is prevention-focused, inclusive, patient-centred, and accountable. In all provinces, panelists recommended expanding team-based care, improving health professional retention and recruitment, ensuring patient access to health records, addressing the social determinants of health, and educating and empowering patients. CONCLUSION: Results from the reference panels provide actionable direction for health system leaders, policy-makers, family physicians, and others engaged in health system improvement.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.926
Threshold uncertainty score0.981

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 studies0.0010.000
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 head0.048
GPT teacher head0.330
Teacher spread0.283 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations4
Published2025
Admission routes4
Has abstractyes

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