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Record W3092822966

Caring for children with mental health or developmental and behavioural disorders: Perspectives of family health teams on roles and barriers to care.

2020· article· en· W3092822966 on OpenAlexaffabout
Elizabeth Young, Laurie Green, Rachel Goldfarb, Kathleen Hollamby, Karen Milligan

Bibliographic record

VenuePubMed · 2020
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMental healthBehavioural disordersMedicineData sciencePsychiatryPsychologyComputer science
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To inform a shared care model between developmental and behavioural (DB) and mental health specialists and primary care physicians by having members of primary care family health teams (FHTs) report on strengths of and barriers to providing care for children with DB disorders and mental health concerns. DESIGN: Qualitative study using semistructured focus groups. SETTING: Academic and community-based FHTs in Toronto, Ont. PARTICIPANTS: Primary care physicians, nurses, allied health professionals, and family medicine trainees within the participating FHTs. METHODS: Nine focus groups were conducted with FHT members, and transcripts were analyzed for key themes using an inductive thematic analysis approach. MAIN FINDINGS: Eighty-four participants across 9 sites were interviewed. Six sites were academically affiliated and 3 were community based. Participants described their roles in the care of children with DB disorders as primarily "referral agent" but also as "long-term supporter" and "health care coordinator." Family health team members expressed the desire to "learn" and "do more" for these children but noted numerous barriers to providing care, captured in 4 overarching themes: limited training beyond how to screen, lack of service knowledge, limited time and communication, and cumbersome access to mental health and dual diagnosis services. CONCLUSION: Primary care physicians are in the unique position of being able to provide longitudinal care for children with DB and mental health disorders. However, they perceive barriers to providing care that can affect access to services, service quality, and health outcomes for these children and their families. The health system might benefit from addressing these barriers by providing more training for primary care physicians in the longitudinal care of children with mental health and DB disorders, and by improving communication between FHTs and DB and mental health specialists regarding service navigation and emerging comorbidities. A shared care model integrating DB and mental health specialists into primary care might be one approach that warrants implementation and research.

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)0.007
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.056
Threshold uncertainty score0.111

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.005
Scholarly communication0.0030.003
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.025
GPT teacher head0.272
Teacher spread0.247 · 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 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

Citations6
Published2020
Admission routes2
Has abstractyes

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