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Record W4410804092 · doi:10.1111/cch.70102

Manager Perspectives on Services Addressing Mental Health Needs of Youth in Physical Rehabilitation

2025· article· en· W4410804092 on OpenAlexafffundabout
Stéphanie Tremblay, Shalini Lal, Mark A. Ferro, Dana Anaby

Bibliographic record

VenueChild Care Health and Development · 2025
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsDouglas Mental Health University InstituteMcGill UniversityUniversité de MontréalUniversity of WaterlooMcGill University Health CentreCentre for Interdisciplinary Research in Rehabilitation
FundersFonds de Recherche du Québec - Santé
KeywordsMental healthThematic analysisWorkforceRehabilitationService delivery frameworkNursingPopulationPsychologyService (business)Public relationsMedical educationMedicineBusinessQualitative researchPolitical sciencePsychiatryEnvironmental healthPhysical therapySociologyMarketing

Abstract

fetched live from OpenAlex

BACKGROUND: Youth mental health is becoming a priority, but models for organizing services in physical rehabilitation centres to meet the growing needs of youth with chronic physical disabilities and mental health problems are scarce. Initial research revealed barriers faced by youth, families and rehabilitation specialists when accessing or providing mental health services for this population. This study explores managers' perspectives on challenges, strengths and opportunities for mental health service delivery and integration in physical rehabilitation at the organizational level. METHODS: Two semistructured focus groups were conducted with nine managers across five organizations offering rehabilitation services in a large Canadian city. Data were analysed using inductive and deductive thematic analysis. RESULTS: Barriers and facilitators expressed by managers fell into three categories: (1) available clinical resources for mental health (access to mental health specialists within internal team and internal organizational structures and mandates), (2) clinician workforce capacity (internal mental health knowledge and professional development for staff in physical rehabilitation and external mental health professionals' knowledge in physical disability) and (3) links and partnerships with key players (working in silos, external organizational structures and procedures and actions to improve pathways to access mental health services across external programs and organizations). CONCLUSIONS: Managers' insights can guide the development of policies and advocacy for change at the organizational level to support mental health service delivery within physical rehabilitation. This can be done by building capacity on mental health knowledge and skills of rehabilitation teams and establishing collaborative partnerships and well-coordinated procedures within and outside of their organizations.

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)0.001
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 score0.096
Threshold uncertainty score0.792

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.070
GPT teacher head0.406
Teacher spread0.336 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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