MétaCan
Menu
← Back to cohort
Record W7133032443

Mental Health Literacy in Educational Practice: A Qualitative Study Exploring New Elementary Teachers’ Reasoning when Identifying Students with Mental Health Concerns and Choice-Making in Supporting Referrals

2024· dissertation· W7133032443 on OpenAlexaff
Angele C. Desbois-Ramsden

Bibliographic record

VenueTSpace · 2024
Typedissertation
Language
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsDe Veber
Fundersnot available
KeywordsMental healthMental health literacyThematic analysisPsychological interventionQualitative researchIdentification (biology)ReflexivityHealth literacy
DOInot available

Abstract

fetched live from OpenAlex

There are barriers to early identification of mental health conditions in children and access to timely interventions in school-based mental health services, leading to adverse long-term outcomes for students. Teachers are essential for early identification of mental health concerns and advocating for services, but a lack of mental health training can impede access to early intervention, leading to long-term deterioration in students’ mental health. This qualitative study used Think Aloud interviews with six early career elementary school teachers and two case-based scenarios to identify teachers’ cognitive processes to support their reasoning and choice-making when identifying students with mental health concerns and considering referring them to school-based mental health services. The interview transcripts and scenario responses were analyzed using reflexive thematic analysis to identify key themes and patterns in the teachers’ reasoning and choice-making processes. Results from this study showed that teachers use hypothesis-driven problem-solving, comparison-making, and the application of prior knowledge to understand students’ mental health concerns and make referrals to mental health services. Teachers also relied on information from their teacher training programs and professional experience to support their reasoning and choice-making, highlighting the importance of providing preservice teachers with mental health literacy training. The findings support other researchers’ recommendations that teachers’ mental health literacy, including knowledge about pathways to mental health services, be prioritized as part of teacher preparation programs. Furthermore, the results demonstrated the relevance of supplying preservice teachers with extensive and adaptable mental health literacy training as a strategy to augment their familiarity with student mental health concerns, as this may facilitate the early identification of students with mental health concerns and referrals to school-based mental health services.

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)0.018
metaresearch head score (Gemma)0.028
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 score0.018
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.028
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0080.010
Scholarly communication0.0060.005
Open science0.0020.005
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0030.000

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 head0.134
GPT teacher head0.550
Teacher spread0.416 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueTSpace→Same topicChild and Adolescent Psychosocial and Emotional Development→French-language works237,207→