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Record W4411046008 · doi:10.3399/bjgp.2024.0756

Grassroots development of interprofessional primary care teams: a qualitative study in Canadian family practices

2025· article· en· W4411046008 on OpenAlexafffundabout
Asiana Elma, Aimun Qadeer Shah, Hila Shnitzer, Laurie Yang, Augustine C Okoh, Michelle Howard, José François, Alan R. Katz, David Price, Lawrence Grierson

Bibliographic record

VenueBritish Journal of General Practice · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsSimon Fraser UniversityUniversity of ManitobaHamilton Health SciencesMcMaster UniversityMcMaster University Medical CentrePublic Health Ontario
FundersCanadian Institutes of Health Research
KeywordsGrassrootsAutonomyGovernment (linguistics)MedicineQualitative researchNursingPublic relationsHealth careBest practiceMedical educationPolitical scienceSociologyPolitics

Abstract

fetched live from OpenAlex

BACKGROUND: Primary care access is universally a critical health system concern. Decades of research shows that continuous, comprehensive, team-based care promotes greater access to promotional, preventive, and therapeutic care. In Canada, health system investments in team-based primary care models have not yet supported consistent implementation and uptake across the country. As a result, some family practices have taken a grassroots approach to realising team-based care. AIM: To explore the factors and processes that support the successful grassroots development of team-based family practices. DESIGN AND SETTING: Using a qualitative multiple case study design, we investigated the experiences of Canadian family practices that engaged in self-initiated efforts to develop or transform into a team-based care model in Canada. METHOD: Case-relevant documents and interviews with practice leaders were analysed using an unconstrained approach to qualitative description. Data collection and analyses were guided by the theory of social innovation. RESULTS: Transformation processes were complex and multifaceted. Common activities across all cases were: developing business cases; obtaining funding; collaborating with provincial or regional governments, health authorities, and community members; ensuring buy-in from practice members; and securing space and human resources. These efforts supported alignment with local healthcare needs. Practice leaders uniformly declared that the change fostered positive outcomes, including improved access and attachment, more efficient workflows, and reduced emergency department visits. CONCLUSION: Those interested in promoting team-based family medicine should advocate for a balance of government investment and practice-level autonomy over development, which supports provider buy-in and community-appropriate innovation and responsiveness in care 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 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)0.005
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.371
Threshold uncertainty score0.967

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.038
GPT teacher head0.493
Teacher spread0.456 · 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 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".

Quick stats

Citations2
Published2025
Admission routes3
Has abstractyes

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