MétaCan
Menu
Back to cohort
Record W7106026824 · doi:10.7939/83066

Success Coaches’ Perspectives on Student Impacts of the Wellness, Resiliency, and Partnerships Project

2025· dissertation· en· W7106026824 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Alberta Library · 2025
Typedissertation
Languageen
FieldMedicine
TopicPrenatal Substance Exposure Effects
Canadian institutionsnot available
Fundersnot available
KeywordsTheme (computing)Focus groupQualitative researchAcademic achievementQualitative property

Abstract

fetched live from OpenAlex

Students with Fetal Alcohol Spectrum Disorder (FASD) often experience unique academic challenges and strengths, with many students lacking access to the supports that they need. This study examined student impacts of the Wellness, Resiliency, and Partnerships (WRaP) project, through which success coaches provided individualized wraparound supports to students with FASD in high schools across Alberta. A secondary data analysis of focus groups with success coaches was conducted using qualitative description. Resulted showed four themes related to student impacts from the perspectives of success coaches including: (1) develop positive relationships, (2) academic success, (3) experience wraparound supports, and (4) social-emotional gains. The first theme showed that students developed positive relationships with success coaches. Two subthemes highlighted that students received caring support from success coaches and had access to a safe space. The second theme showed that students experienced academic success. Three subthemes included academic achievement, increased school attendance, and that students had a more positive view and experience of the school system. The third theme identified that students experienced wraparound supports. Four subthemes described that students connected with community resources, received support outside of school, experienced adaptive and responsive supports, and experienced integrated supports. The final theme revealed that students experienced social-emotional gains. Two subthemes included that students had more supported caregivers which resulted in stronger relationships with caregivers and that students experienced enhanced social-emotional wellbeing. This study highlights the importance of wraparound supports in promoting the academic, social, emotional, and behavioural needs of students with FASD.

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)0.004
metaresearch head score (Gemma)0.004
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 score0.046
Threshold uncertainty score0.091

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0110.004
Scholarly communication0.0050.002
Open science0.0010.008
Research integrity0.0010.003
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 head0.012
GPT teacher head0.246
Teacher spread0.234 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Alberta LibrarySame topicPrenatal Substance Exposure EffectsFrench-language works237,207