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Record W3021759860

A Study Protocol for the "Practitioner Training in Child and Adolescent Psychiatry" Cluster-randomized Pilot Study.

2018· article· en· W3021759860 on OpenAlexaffabout
Stacey D. Espinet, Sandra Gotovac, Sommer Knight, Merrick Zwarenstein, Lorelei Lingard, Margaret Steele

Bibliographic record

VenuePubMed · 2018
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsMemorial University of NewfoundlandLondon Health Sciences CentreWestern University
Fundersnot available
KeywordsMental healthIntervention (counseling)Observational studyCluster randomised controlled trialMedicineRandomized controlled trialChild and adolescent psychiatryProtocol (science)Family medicineCluster (spacecraft)NursingPsychiatryAlternative medicine
DOInot available

Abstract

fetched live from OpenAlex

BACKGROUND: Primary care providers (PCPs) are increasingly called upon to assist in meeting the growing demand for paediatric mental health care in Canada, yet they report inadequate training and confidence to do so. The Practitioner Training in Child and Adolescent Psychiatry (PTCAP) program was designed to fill this gap by teaching PCPs the skills needed to provide frontline care themselves, particularly in rural/remote regions where specialist resources are limited. This innovative educational intervention may improve paediatric mental health care capacity, but a pilot study is needed. METHODS: We designed a cluster randomized, controlled pilot of PTCAP. Random assignment to intervention or control (treatment-as-usual) will occur at the practice level. Participating PCPs (N=61) at sites randomized to intervention will receive eight hours of training in the use of practice guidelines and brief counseling techniques (i.e., common skills/elements) for addressing diagnosable conditions and more general, transdiagnostic concerns. Mental health care capacity at one-week post-intervention will be the primary outcome, assessed through self-report questionnaires of mental health care confidence, and through a more objective, observational assessment of trained skills. We will also examine retention of these skills at one-month follow-up. We expect use of trained common skills/elements to be associated with better child mental health outcomes on the Strengths and Difficulties Questionnaire (N = 250). DISCUSSION: As one of the first RCTs of its kind in Canada, this study will provide unique, preliminary evidence in regards to the feasibility and efficacy of the PTCAP intervention for enhancing rural, paediatric mental health care capacity.

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)0.052
metaresearch head score (Gemma)0.045
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.236
Threshold uncertainty score0.790

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0520.045
Meta-epidemiology (narrow)0.0050.004
Meta-epidemiology (broad)0.0090.005
Bibliometrics0.0040.006
Science and technology studies0.0050.003
Scholarly communication0.0040.003
Open science0.0050.003
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.2360.033

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 head0.074
GPT teacher head0.339
Teacher spread0.265 · 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 designRandomized trial
Domainnot available
GenreProtocol

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

Citations2
Published2018
Admission routes2
Has abstractyes

Explore more

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