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Record W3037458109 · doi:10.1177/2158244020935899

Impact of Interprofessional Primary Care Practice on Patient Outcomes: A Scoping Review

2020· review· en· W3037458109 on OpenAlexaff
Livia R. M. McCutcheon, Stuart T. Haines, Ruta Valaitis, Deborah A. Sturpe, Grant Russell, Ahlam Saleh, Kevin A. Clauson, Jeannie K. Lee

Bibliographic record

VenueSAGE Open · 2020
Typereview
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsMcMaster University
Fundersnot available
KeywordsInterprofessional educationMedicinePrimary careMEDLINEClinical PracticeSystematic reviewCollaborative CareNursingFamily medicinePsychologyMedical educationHealth care

Abstract

fetched live from OpenAlex

Systematic reviews have provided some insight into the impact of interprofessional collaborative practice on patient outcomes. Despite strong interest in interprofessional collaborative practice, relatively little is known about its impact in primary care settings. This scoping literature review describes the essential elements of an interprofessional primary care practice and explores what is known about its impact on patient care including clinical, humanistic, and economic outcomes. We completed a review of the literature examining the breadth of knowledge related to interprofessional collaborative practice in primary care settings. A search was conducted to identify studies based on predefined criteria. A total of 51 studies met the criteria. A total of 27 studies reported a significantly positive clinical outcome with the interprofessional collaborative practice model, 27 studies reported no difference, and one study reported negative outcome in mortality. A total of 15 studies reported a significantly positive humanistic outcome. There was little to no difference in economic outcomes. This study provides new insights for future research that examines the impact of interprofessional primary care practice.

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)0.025
metaresearch head score (Gemma)0.102
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.025
Threshold uncertainty score0.133

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.102
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0060.007
Bibliometrics0.0160.019
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0020.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.114
GPT teacher head0.599
Teacher spread0.485 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations39
Published2020
Admission routes1
Has abstractyes

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