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Record W4413951054 · doi:10.3390/educsci15091148

Weaving Family Engagement Practices into Preservice Teacher Education: Supporting Future Educators in Partnering with Families from the Start

2025· article· en· W4413951054 on OpenAlexaff
Christine Danyluk

Bibliographic record

VenueEducation Sciences · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsWeavingTeacher preparationTeacher educationMathematics educationPedagogyPsychologyStudent engagementHigher educationSociologyEngineeringPolitical science

Abstract

fetched live from OpenAlex

This reflection of my practice arises from my background as an educator working with children and their families for over thirty years, as well as the professional learning I have engaged with throughout my career. In this reflective practice article, I focus on how family engagement knowledge and practices can be integrated into preservice teacher education courses by including outcomes addressing family engagement and providing immersive experiences with children and families in course content and assignments. Preservice teachers state that working with children and their families in these courses has significantly enhanced their learning and positively influenced their teaching philosophy and future practice. I use Schon’s conceptualization of reflective practice, the ability to reflect on one’s actions to facilitate continuous learning and improvement, in my own work as a practitioner. In this article, I demonstrate praxis and share specific examples from my practice to invite readers to use and adapt them for their own use and context.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.497
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0020.001
Scholarly communication0.0010.002
Open science0.0010.000
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 head0.073
GPT teacher head0.438
Teacher spread0.365 · 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 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

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