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Record W4404474402 · doi:10.1093/pch/pxae060

Coping Power at the REACH School Network: A pilot feasibility study

2024· article· en· W4404474402 on OpenAlexaff
Saisujani Rasiah, Brendan F Andrade, Justine Cohen-Silver, Anjali Suri, Shajitha Rasiah, Joelene Huber, Sloane Freeman

Bibliographic record

VenuePaediatrics & Child Health · 2024
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsHospital for Sick ChildrenSt Joseph's Health CentreSurrey Place CentreOntario Centre of Excellence for Child and Youth Mental HealthUniversity of TorontoCentre for Addiction and Mental HealthSt. Michael's Hospital
Fundersnot available
KeywordsAttendanceMental healthDisadvantagedCoping (psychology)Socioeconomic statusPsychologyAngerMedicineClinical psychologyPsychiatryEnvironmental health

Abstract

fetched live from OpenAlex

Objectives: School-based health centres (SBHCs) provide developmental and mental health care to children with socioeconomic disparities. We piloted a validated behavioural intervention called Coping Power (CP) for children with disruptive behaviour through our SBHC program. The objective of this pilot study was to examine the feasibility of CP in the SBHC setting. Methods: All parent/caregiver and child dyads enrolled in CP from 2018 to 2019 and 2021 to 2022 were invited to participate in the study. Demographic information and behaviour rating scales were collected at baseline. Feasibility metrics included attendance and satisfaction survey responses. Results: A total of 31 parent/caregiver-child dyads were included. Approximately 40% of families had an annual income of <$49,999. Regarding attendance, 22/31 children/parent/caregiver dyads (70.9%) missed ≤2 sessions. Thirteen parents/caregivers completed the CP satisfaction survey and indicated that they were either 'somewhat' (n = 4) or 'very satisfied' (n = 9) with the program. Of the 18 children who completed the satisfaction survey, 13 (72.2%) shared that either the 'sort of' or 'for sure' group helped them cope with their anger better. Conclusions: This pilot study found that CP delivered within the SBHCs was feasible. Improving access to CP for disadvantaged children may improve mental health outcomes.

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)0.006
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.042
GPT teacher head0.341
Teacher spread0.299 · 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 designObservational
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
Published2024
Admission routes1
Has abstractyes

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