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Record W4384560007 · doi:10.1186/s12875-023-02104-7

Doing primary care integration: a qualitative study of meso-level collaborative practices

2023· article· en· W4384560007 on OpenAlexafffundabout
Myles Leslie, Raad Fadaak, Nicole Pinto

Bibliographic record

VenueBMC Primary Care · 2023
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of Calgary
FundersCanadian Institutes of Health Research
KeywordsContext (archaeology)StaffingGovernment (linguistics)Public relationsCorporate governanceQualitative researchPsychologyHealth carePolitical scienceSociologyBusinessNursingMedicineGeography

Abstract

fetched live from OpenAlex

BACKGROUND: The integration of Primary Care (PC) into broader health systems has been a goal in jurisdictions around the world. Efforts to achieve integration at the meso-level have drawn particular attention, but there are few actionable recommendations for how to enact a 'pro-integration culture' amongst government and PC governance bodies. This paper describes pragmatic integration activity undertaken by meso-level participants in Alberta, Canada, and suggests ways this activity may be generalizable to other health systems. METHODS: 11 semi-structured interviews with nine key informants from meso-level organizations were selected from a larger qualitative study examining healthcare policy development and implementation during the COVID-19 pandemic. Selected interviews focused on participants' experiences and efforts to 'do' integration as they responded to Alberta's first wave of the Omicron variant in September 2021. An interpretive descriptive approach was used to identify repeating cycles in the integration context, and pragmatic integration activities. RESULTS: As Omicron arrived in Alberta, integration and relations between meso-level PC and central health system participants were tense, but efforts to improve the situation were successfully made. In this context of cycling relationships, staffing changes made in reaction to exogenous shocks and political pressures were clear influences on integration. However, participants also engaged in specific behaviours that advanced a pro-integration culture. They did so by: signaling value through staffing and resource choices; speaking and enacting personal and group commitments to collaboration; persevering; and practicing bi-directional communication through formal and informal channels. CONCLUSIONS: Achieving PC integration involves not just the reactive work of responding to exogenous factors, but also the proactive work of enacting cultural, relationship, and communication behaviors. These behaviors may support integration regardless of the shocks, staff turnover, and relational freeze-thaw cycles experienced by any health system.

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)0.001
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 score0.067
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
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 head0.109
GPT teacher head0.510
Teacher spread0.401 · 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
Published2023
Admission routes3
Has abstractyes

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