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Record W4407381754 · doi:10.1177/23821205251318925

Background and Foreground: Connections and Distinctions When Health Professions Faculty Teach Both Interprofessional Collaborative Practice and Quality Improvement—A Case Study

2025· article· en· W4407381754 on OpenAlexaff
Katherine Stevenson, Johan Thor, Marcel D’Eon, Linda A. Headrick, Boel Andersson Gäre

Bibliographic record

VenueJournal of Medical Education and Curricular Development · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of Saskatchewan
FundersFuturum - Akademin för Hälsa och Vård, Region Jönköpings länsSchool of Medicine, University of MissouriUniversity of Missouri
KeywordsInterprofessional educationPharmacyCurriculumMedical educationCore competencyQuality (philosophy)Health careQuality managementMedicinePsychologyDoctor of Nursing PracticeNursingPedagogyNurse educationPolitical science

Abstract

fetched live from OpenAlex

OBJECTIVES: Despite decades of effort, programs continue to struggle to integrate competencies related quality improvement (QI) and interprofessional collaborative practice (ICP) into health professions education. Additionally, while QI and ICP may seem intuitively linked and there exists some examples of a coordinated approach, the literature regarding competencies, including knowledge, skills, and attitudes (KSAs), is still largely focused on QI and ICP as separate fields of knowledge and practice. This study explored distinctions and connections between quality improvement (QI) and interprofessional collaborative practice (ICP) competency domains in health professions education. METHODS: The authors used a qualitative case study approach with an instrumental case, that is, the University of Missouri-Columbia (MU), where QI and ICP were intentionally integrated as part of core curricula in health professional schools and programs. Eleven faculty members from medicine, nursing, pharmacy, and health care administration participated in interviews exploring their teaching choices in either classroom or clinical settings. RESULTS: Study participants defined the goal of teaching QI and ICP as enabling learners to deliver safe and patient-centered care and described the knowledge and skills required for QI and the attitudes and skills required for ICP. Furthermore, they described the relationship between QI and ICP as one mediated by systems thinking, where ICP is backgrounded as a critical pre-requisite and QI is foregrounded as a vector for developing interprofessional competencies. CONCLUSIONS: The MU case elucidates the potential synergies that occur when faculty address quality improvement and interprofessional collaborative practice competencies with an integrated approach that leverages connections, while also respecting distinctions. For health professions education programs looking to improve the effectiveness and efficiency of their curricular approach to these fields, it may be fruitful to consider ICP as background and QI as foreground, remembering that without each other, ICP risks losing meaning and QI risks losing impact.

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 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)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.548
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.053
GPT teacher head0.506
Teacher spread0.453 · 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 teacher head, not a consensus.

Study designQualitative
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

Citations1
Published2025
Admission routes1
Has abstractyes

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