MétaCan
Menu
Back to cohort
Record W4417320507 · doi:10.63332/joph.v4i3.3786

Enhancing Primary Care Delivery: A Comprehensive Review of Collaboration among Multidisciplinary Teams

2024· article· W4417320507 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Posthumanism · 2024
Typearticle
Language
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsInnovation Cluster (Canada)
Fundersnot available
KeywordsMultidisciplinary approachTeamworkPrimary careInteroperabilityHealth careClinical governanceCorporate governanceResource (disambiguation)Primary health careDigital health

Abstract

fetched live from OpenAlex

Enhancing primary care delivery increasingly depends on the strength of collaboration among multidisciplinary teams (MDTs), especially as patient needs grow more complex and chronic diseases become more prevalent. This review synthesizes contemporary evidence on how coordinated teamwork among physicians, nurses, pharmacists, allied health professionals, social workers, and care coordinators improves the accessibility, safety, and efficiency of primary care. A structured search across major scientific databases identified empirical studies published between 2016 and 2025 examining team-based models, collaborative mechanisms, and resulting clinical and organizational outcomes. Findings show that MDT collaboration significantly enhances chronic disease management, medication optimization, patient education, and preventive care delivery. Patients benefit from better continuity, improved satisfaction, and greater self-management capacity, while healthcare organizations experience reduced fragmentation, fewer unnecessary hospital visits, and more efficient resource utilization. However, the review also reveals persistent challenges, including role ambiguity, communication gaps, variable leadership structures, and limited health information integration. Overall, the evidence supports MDT collaboration as a foundational driver of high-quality, patient-centered primary care, provided that systems invest in clear governance structures, interoperable digital tools, and continuous interprofessional training. Strengthening these collaborative mechanisms is essential for achieving resilient, integrated, and sustainable primary care models worldwide.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.377
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.391
Teacher spread0.371 · 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