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Record W4414041697 · doi:10.1108/jica-04-2025-0035

Evaluation of integrated care: an updated rapid review

2025· article· en· W4414041697 on OpenAlexaff
Atharv Joshi, Mausam Vaddakayil, S Mark, Shannon L. Sibbald

Bibliographic record

VenueJournal of Integrated Care · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsWestern University
Fundersnot available
KeywordsIntegrated careHealth careStakeholderInclusion (mineral)Process (computing)Bridging (networking)Set (abstract data type)Conceptual framework

Abstract

fetched live from OpenAlex

Purpose This study updates and expands upon the seminal review by Strandberg-Larsen and Krasnik (2009) by examining evaluation methods for integrated healthcare delivery published between 2009 and 2022. Integrated care aims to enhance care coordination and patient-centeredness by bridging healthcare silos; however, evaluating such complex systems remains a challenge. Design/methodology/approach A rapid review methodology was employed, following Cochrane Rapid Review guidance. Four databases (EMBASE, MEDLINE/PubMed, Web of Science and Cochrane Library) were searched using a comprehensive set of integrated care-related terms. Inclusion criteria were based on structural, cultural and process aspects of integration, as well as methodological criteria such as theoretical grounding, data type and internal validity. A 10-point framework was used to classify identified studies. Findings Out of over 40,000 initial records, 11 studies met the inclusion criteria. Quantitative approaches were dominant, with only one study using a mixed-methods design. Tools such as the Practice Integration Profile and B3-Maturity Model addressed structural readiness, while others emphasized cultural elements like collaboration and accountability. Process-focused evaluations offered insights into coordination and stakeholder experiences. Findings reveal an over-reliance on quantitative tools and call for the integration of qualitative measures to better capture the dynamic, context-specific nature of integrated care. Originality/value This review provides updated, evidence-informed recommendations for evaluating integrated healthcare systems. It advocates for holistic, flexible and mixed-methods frameworks to support health leaders and policymakers in advancing integrated care.

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)0.086
metaresearch head score (Gemma)0.280
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 score0.086
Threshold uncertainty score0.456

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0860.280
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0090.007
Bibliometrics0.0290.024
Science and technology studies0.0010.003
Scholarly communication0.0090.010
Open science0.0040.006
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0100.002

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 head0.051
GPT teacher head0.481
Teacher spread0.430 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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