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Record W4404554635 · doi:10.1016/j.mhp.2024.200377

Teaching mental health in the classroom: A mixed-methods implementation evaluation of a mental health literacy program in elementary schools

2024· article· en· W4404554635 on OpenAlexafffundabout
Daniel Sadler, Deirdre McCaughey, Amy Metcalfe, Paul E. Ronksley

Bibliographic record

VenueMental Health & Prevention · 2024
Typearticle
Languageen
FieldHealth Professions
TopicSchool Health and Nursing Education
Canadian institutionsUniversity of Calgary
FundersAlberta Children's Hospital Research Institute
KeywordsMental healthMental health literacyMathematics educationPsychologyLiteracyMedical educationPedagogyMedicinePsychiatryMental illness

Abstract

fetched live from OpenAlex

Mental illnesses are the largest disease burden for adolescents, affecting 20 % of youth in Canada. As mental health needs arise earlier and with greater prevalence, it is essential to work upstream and prepare youth before psychological distress emerges. When implemented in the classroom as part of the educational curriculum, Mental Health Literacy (MHL) fulfills these goals as a universal response to the societal and development stressors experienced by youth. The aim of this implementation evaluation was to explore the experience of educators delivering the Elementary Mental Health Literacy Resources (EMHLR) during a 4-month period across Canada. The specific objectives were to identify the individual (educator) and organizational (district) level barriers and facilitators to delivery of the EMHLR to improve future implementation of the program. An explanatory sequential design used data from an existing feedback survey and qualitative data was gathered from group interviews with Educators. Findings were integrated using the RE-AIM framework to identify barriers and facilitators and develop considerations for implementation System level barriers included the pre-existing stigma around mental health, competing priorities for classroom time, and cultivating buy-in from leadership. Individual level barriers included the time and knowledge to teach MHL. The flexible design of the EMHLR curriculum and specific implementation strategies were seen as facilitators. Mental Health Literacy offers language for youth to communicate about their experience clearly and accurately. The EMHLR curriculum offers an evidence-based and adaptable means to build the MHL of youth across Canada. This holds potential for improving youth mental health but requires intentional implementation strategies to be successful.

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)0.039
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.880
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0390.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.002
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 head0.089
GPT teacher head0.618
Teacher spread0.529 · 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.

Study designOther design
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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