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Record W4413957084 · doi:10.1007/s41252-025-00465-x

Building Circles of Support, an Education Series About Children and Adolescents with Prenatal Alcohol Exposure: A Preliminary Program Evaluation

2025· article· en· W4413957084 on OpenAlexafffund
Kristene Cheung, Jennifer Theule, Lisa Balcaen, Laura Bennett, Caelan Budhoo, Ana Hanlon‐Dearman, Jo Ann Unger, Meghan Dobie, Michelle Ward, Samantha Rennie

Bibliographic record

VenueAdvances in Neurodevelopmental Disorders · 2025
Typearticle
Languageen
FieldMedicine
TopicPrenatal Substance Exposure Effects
Canadian institutionsUniversity of Manitoba
FundersChildren's Hospital Research Institute of Manitoba
KeywordsSeries (stratigraphy)Prenatal alcohol exposurePsychologyAlcoholMedical educationDevelopmental psychologyMedicine

Abstract

fetched live from OpenAlex

The aim of the study was to learn if participating in an education series about Fetal Alcohol Spectrum Disorder (FASD), the Building Circles of Support (BCS) series, changes participants’ (1) understanding of FASD, (2) understanding of child behavior, and (3) thoughts about themselves as caregivers. It also investigated participants’ impressions of the program. Participants were recruited across three consecutive BCS series. Participants were eligible for the study by attending at least one BCS session. Six caregivers and eight supporters of children with FASD and prenatal alcohol exposure (PAE) were recruited. Data were collected before and after the series. Participants reported enjoying and learning from the series. They suggested additional sessions on strategies, sleep, community resources, and time for connecting as attendees be included in future BCS series. There was not enough information to determine if caregivers’ understanding of child behavior and thoughts about themselves as caregivers changed after the series; however, there were promising results to indicate an improvement in a caregiver’s sense of competency post-series. This study highlighted that caregivers and supporters value an educational series about PAE and FASD, which may lead to improved caregiving. It also uncovered insights that can be used to improve the BCS series and future research studies.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.486
Threshold uncertainty score0.837

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.005
GPT teacher head0.294
Teacher spread0.289 · 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.

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
Published2025
Admission routes2
Has abstractyes

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