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Record W4408117593 · doi:10.1007/978-3-031-70106-1_11

Case Management as a Structural Condition for Effective Interprofessional Communication

2025· book-chapter· en· W4408117593 on OpenAlexaff
Yves Couturier, Stéphanie Fox, Paul Wankah, Julie Martin

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsMcGill University Health CentreUniversité de Sherbrooke
Fundersnot available
KeywordsPsychologyComputer science

Abstract

fetched live from OpenAlex

Abstract This chapter focuses on case management as a key person-centered practice in the interprofessional coordination and integration of care, exploring its unique role in intersectoral and multiagency communication. The authors define case management, tracing its roots in North American health and social care. Emphasis is placed on case management’s critical role as a systemwide support that promotes continuity of care across the health and social care network. Key advantages include its integration of actors who are not traditionally included in interprofessional collaboration, such as family and informal caregivers, and its patient-centered focus on advocating for the patient. The chapter describes the communication challenges that case managers face as well as the potentially dire consequences when case management is not well implemented.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.019
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.006
Scholarly communication0.0060.005
Open science0.0010.004
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0190.004

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 head0.023
GPT teacher head0.461
Teacher spread0.437 · 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 designTheoretical or conceptual
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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