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Record W3212230807 · doi:10.5334/ijic.5680

Facilitating Integration Through Team-Based Primary Healthcare: A Cross-Case Policy Analysis of Four Canadian Provinces

2021· article· en· W3212230807 on OpenAlexaffabout
Alexandra Lukey, Sharon Johnston, Stephanie Montesanti, Catherine Donnelly, Paul Wankah, Mylaine Breton, Isabelle Gaboury, Simone Parniak, Caille Pritchard, Shannon Berg, Karin Maiwald, Sara Mallinson, Lee A. Green, Nelly D. Oelke

Bibliographic record

VenueInternational Journal of Integrated Care · 2021
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of CalgaryUniversité de SherbrookeAgriculture Food and Rural DevelopmentQueen's UniversityUniversity of AlbertaUniversity of British ColumbiaInterior HealthInstitut du Savoir MontfortProvincial Laboratory of Public HealthUniversity of OttawaOkanagan CollegeVancouver Coastal Health Research InstituteVancouver Coastal HealthAlberta Health ServicesUniversity of British Columbia, Okanagan Campus
Fundersnot available
KeywordsPaceHealth careIntegrated careQuality (philosophy)BusinessHealth policyRegional scienceNursingMedicineEconomic growthGeographyEconomics

Abstract

fetched live from OpenAlex

INTRODUCTION: Team-based care can improve integrated health services by increasing comprehensiveness and continuity of care in primary healthcare (PHC) settings. Collaborative models involving providers from different professions can help to achieve coordinated, high-quality person-centred care. In Canada, there has been variation in both the timing/pace of adoption and approach to interprofessional PHC (IPHC) policy. Provinces are at different stages in the development, implementation, and evaluation of team-based PHC models. This paper describes how different policies, contexts, and innovations across four Canadian provinces (British Columbia, Alberta, Ontario, Quebec) facilitate or limit integrated health services through IPHC teams. METHODS: Systematic searches identified 100 policy documents across the four provinces. Analysis was informed by Walt and Gilson's Policy Triangle (2008) and Suter et al.'s (2009) health system integration principles. Provincial policy case studies were constructed and used to complete a cross-case comparison. RESULTS: Each province implemented variations of an IPHC based model. Five key components were found that influenced IPHC and integrated health services: patient-centred care; team structures; information systems; financial management; and performance measurement. CONCLUSION: Heterogeneity of the implementation of PHC teams across Canadian provinces provides an opportunity to learn and improve interprofessional care and integrated health services across jurisdictions.

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.633
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.037
GPT teacher head0.451
Teacher spread0.414 · 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

Citations28
Published2021
Admission routes2
Has abstractyes

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