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Record W4413358668 · doi:10.5334/ijic.nacic24138

Removing the Silos: Interprofessional Education to Support Hospital-to-Home Integrated Care

2025· article· en· W4413358668 on OpenAlexaboutno aff
Sherry Espin

Bibliographic record

VenueInternational Journal of Integrated Care · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsnot available
Fundersnot available
KeywordsInformation siloNursingMedicineInterprofessional educationHealth careSiloEngineeringPolitical science

Abstract

fetched live from OpenAlex

Backgrround: Interprofessional education (IPE) and collaborative practice competencies are foundational for students and professionals working in integrated care teams. Key informants descriptions of IPE training in Ontario hospital-to-home integrated care programs are presented. Study findings offer implications for health professions education in academic programs and continuing professional development in practice settings. Approach: A qualitative descriptive approach was used to interview 3 leaders in integrated care programs across Ontario. Participants were asked about how and what forms of interprofessional education are currently used to train health professionals to work within the current hospital-to-home integrated care programs. Participants described facilitators and barriers to implementing IPE within their programs and offered recommendations to support such initiatives in current practice environments. Thematic analysis was used to elucidate key findings which were interpreted through the lens of an interprofessional learning continuum model and competencies for integrated care. Results: Both formal and informal interprofessional education (IPE) within hospital-to-home integrated care programs can support competency development (e.g. role clarity, communication, teamwork) for interprofessional practice across health sectors. Key Informants acknowledged the importance of cross sector IPE to understand patient care trajectories, and healthcare provider roles more fully. IPE in academic and practice settings should include content about fundamentals of integrated care, teamwork competencies, and principles of collaborative practice. Implications: It cannot be assumed that all health and social care professionals understand the fundamentals of integrated care nor how to work effectively in teams. Developing these competencies should begin in formal academic programs and must continue to the practice setting where teams can continue to develop and grow together with the populations to whom they provide care and service. Next StepsFindings from the present study have informed new undergraduate and graduate curricula - more indepth content about integrated care as been embedded within two professional practice courses. The findings have also informed a new project. We are currently embarking on the development of a co-designed teaching learning initiative to inform an experiential teaching and learning curriculum for community-based integrated stroke care. We are engaging stroke community members including stroke patients, family caregivers, undergraduate and graduate students in co-developing both the content, pedagogical and evaluation approaches.

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)0.004
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.045
Threshold uncertainty score0.089

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0030.003
Open science0.0010.010
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.011
GPT teacher head0.413
Teacher spread0.402 · 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 designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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