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Record W4410839623 · doi:10.3390/educsci15060665

Beyond School Newsletters and Memos: Family Engagement in Planning, Developing, and Delivering an Innovative STEM Program

2025· article· en· W4410839623 on OpenAlexafffundabout
Catherine Hands, Elizabeth Kurucz, Emily Krysten Spencer-Mueller, Nadine Gudz, Karin Archer

Bibliographic record

VenueEducation Sciences · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsYork UniversityWilfrid Laurier UniversityUniversity of GuelphBrock University
FundersSocial Sciences and Humanities Research Council of CanadaJ.W. McConnell Family Foundation
KeywordsSociologyPedagogyMedical educationPsychologyMedicine

Abstract

fetched live from OpenAlex

International and Canadian policy recommendations underscore the urgent need for more STEM graduates and systemic educational reform, particularly in fostering global competencies. This study examines the collaborative development of an innovative high school STEM program aligned with the United Nations’ Sustainable Development Goals, focusing specifically on family involvement. We ask, “How are families contributing to the co-design and revision of an innovative STEM program in a southern Ontario secondary school”? Grounded in human-centered design and developmental evaluation (DE), the study uses a mixed-methods annual survey administered to parents from 2021 to 2024. A total of 143 parents shared their perspectives on the program’s strengths, challenges, student engagement, global competency development, and future readiness. Findings reveal that families played a key role in shaping a student-led, project-based STEM program grounded in real-world issues. While parents expressed overall satisfaction, they also identified challenges such as limited collaboration, communication gaps, insufficient community engagement, and concerns about academic rigor. Recommendations include enhanced communication strategies, a dedicated site coordinator, more classroom support, and ongoing curriculum review. The paper highlights the value of a design lab approach in deepening parent engagement and continuously evolving STEM education in response to community needs.

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)0.001
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 score0.206
Threshold uncertainty score0.571

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
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 head0.116
GPT teacher head0.446
Teacher spread0.330 · 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

Citations2
Published2025
Admission routes3
Has abstractyes

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