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Record W4413358065 · doi:10.5334/ijic.nacic24159

Understanding policy supports that enhance equity in the Primary Health Care System

2025· article· en· W4413358065 on OpenAlexaboutno aff
Ashmita Rai, Paul Wankah, Emily Gard Marshall, Mark Embrett, Nelly D. Oelke

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsEquity (law)Primary careBusinessNursingPublic economicsMedicinePolitical scienceEconomicsFamily medicine

Abstract

fetched live from OpenAlex

Background: Promoting government efforts to transition to team-based care models in Canada is essential; it aligns with the imperative of ensuring health equity within primary healthcare (PHC) settings. By addressing the fundamental principle of fairness and striving to mitigate disparities in access, quality, and outcomes, these team-based care initiatives can foster a more inclusive and effective healthcare system. This study, part of a larger study, examines health equity initiatives within team-based primary healthcare (TBPHC) policies in British Columbia (BC), Ontario (ON), and Nova Scotia (NS), highlighting key policies, strategies, and challenges faced in fostering equitable care along with implementation and sustainment of TBPHC. Approach:This longitudinal case study used mixed-methods to analyze 3 ON, 7 BC and 7 NS PHC policies from 202 onward. Data sources include provincial and local level policies including strategic direction documents and white papers. The analysis employs the Input-Mediators-Outcome (IMO) framework to systematically direct these major components, alongside the policy triangle that considers the content, process, actors, and context integral for policy formulation, implementation and evaluation. Moreover, the policy analysis is facilitated by the conceptual framework meticulously developed by the TBPHC research team, concentrating on critical areas such as patient engagement, alignment of patient needs, structure of PHC teams, and fostering collaboration among both internal and external shareholders. To enrich this analytical process, interviews will be conducted with patients, providers, and policymakers. Results:Preliminary analyses showed: In BC, a notable shift towards prioritizing health equity in PHC delivery has been observed, particularly through initiatives focusing on Indigenous communities and equity-deserving groups. The emphasis on expanding Community Health Centres, especially those governed by First Nations, demonstrates a targeted approach to address the healthcare needs of equity-deserving groups. However, challenges remain, including workforce diversity and access to digital health resources. In NS, a strong commitment to community-based care and social determinants of health underscores the province's focus on promoting health equity. Despite this commitment, challenges persist, such as limited workforce capacity (e.g., shortage of family physicians) in collaborative practice teams. ON's adoption of transformative PHC models, like Family Health Teams and Nurse Practitioner-Led Clinics, target equity-deserving groups and aims to address systemic disparities in access to care. These models have shown tangible benefits, including reduced emergency room visits and improved care transitions. However, barriers such as limited access to healthcare for uninsured individuals and gaps in care coordination persist. Across all provinces, significant strides are being made to fortify the alignment between PHC and its dedicated teams. PHC teams facilitate integrated health services delivery by coordinating care, serving as care navigators, ensuring continuity, managing population health, fostering collaboration, and leveraging health information systems. Further in-depth analysis will be included in the presentation. Implications:This study underscores the critical need for targeted interventions aimed at addressing inequities in healthcare access and outcomes among equity-deserving groups. The findings suggest that policymakers and healthcare decision-makers must prioritize initiatives that address workforce shortages crucial for fulfilling commitments to patient-centered care, promoting health equity, and overcoming barriers to equitable healthcare delivery.

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)0.023
metaresearch head score (Gemma)0.037
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: none
Teacher disagreement score0.182
Threshold uncertainty score0.361

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.037
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0110.018
Scholarly communication0.0180.007
Open science0.0020.011
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0050.000

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 head0.100
GPT teacher head0.489
Teacher spread0.389 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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