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Record W4404558165 · doi:10.1007/s40596-024-02063-w

Evaluation of an Interprofessional Educational Intervention in Mental Health and Intellectual and Developmental Disability for Health and Social Service Trainees

2024· article· en· W4404558165 on OpenAlexafffundabout
Gabriel Tarzi, Anupam Thakur, Nicole Bobbette, Megan Pilatzke, Gill Lefkowitz, Kendra Thomson, Alicia Thatcher, Syeda Salma Hasan, Adeen Fogle, Marissa Blake, Ann Hines, Yona Lunsky

Bibliographic record

VenueAcademic Psychiatry · 2024
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsFleming CollegeUniversity of SaskatchewanBrock UniversityQueen's UniversityUniversity of TorontoCentre for Addiction and Mental Health
FundersAzrieli FoundationCentre for Addiction and Mental Health
KeywordsMental healthMedicineFeelingIntervention (counseling)Session (web analytics)PopulationHealth carePsychologyNursingFamily medicineGerontologyPsychiatryEnvironmental health

Abstract

fetched live from OpenAlex

OBJECTIVE: Adults with intellectual and developmental disabilities (IDD) experience high rates of poor mental health and challenges accessing timely and high-quality services. There is limited interprofessional training on mental health care for this population. METHODS: A virtual, synchronous program based on the Project Extension for Community Healthcare Outcomes (ECHO) Ontario IDD Mental Health program was developed for health and social service trainees. Participants represented 10 disciplines across 12 Canadian university or college programs. The program was taught by a team of health and social service providers together with individuals with lived experience and included didactics and case-based discussions. Program evaluation utilized a pre-, post-, and 12-week follow-up survey design with feedback surveys following each session. RESULTS: Fifty participants registered for the program; 34 (68%) completed baseline measures and attended at least two sessions. Overall, participants reported high session satisfaction (average rating of 4.47 of 5). Participants demonstrated significant improvement in self-efficacy regarding communication (p < 0.001), management of mental health needs (p < 0.001), and working across systems (p < 0.001). Participants self-reported feeling more knowledgeable about common comorbidities (p < 0.001), assessing behavioral challenges (p < 0.001), the role of interdisciplinary professionals (p < 0.001), and community resources (p < 0.001). Improvements were maintained at follow-up across outcomes. CONCLUSION: The pilot Project ECHO for health and social service trainees in adult IDD mental health demonstrated high participant satisfaction and positive impact on trainees' self-efficacy and knowledge. Interprofessional educational interventions can be effectively implemented using virtual technology to teach about other mental health populations requiring multisector 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 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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.215
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.065
GPT teacher head0.513
Teacher spread0.448 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2024
Admission routes3
Has abstractyes

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