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Record W2913055107 · doi:10.5206/eei.v28i3.7774

Pre-service Teachers' Beliefs: Impact of Training in Universal Design for Learning

2018· article· en· W2913055107 on OpenAlexvenueno aff
Christopher Lanterman, Karen Applequist

Bibliographic record

VenueExceptionality Education International · 2018
Typearticle
Languageen
FieldPsychology
TopicEducational Strategies and Epistemologies
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyUniversal Design for LearningLikert scaleLearning disabilitySpecial educationScale (ratio)Mathematics educationService (business)PedagogyMedical educationDevelopmental psychologyMedicine

Abstract

fetched live from OpenAlex

Seventy-seven pre-service teachers enrolled in an introductory special education course completed a questionnaire on their beliefs about learning, teaching, and disability, before and after completing one of two randomly assigned training modules on Universal Design for Learning (UDL). Module A presented UDL as a strategy for meeting the specific needs of students with disabilities in a general education setting. Module B presented UDL as a framework to support all learners in the general education classroom through the creation of communities of learners. The Beliefs About Learning, Teaching, and Disability Questionnaire (BLTDQ) was administered with five subscales rated on a 6-point Likert-type scale that measure pre-service teachers’ beliefs about learning and teaching, as representative of their epistemological beliefs, beliefs about disability (from pathognomonic to interventionist) and the role of the teacher in the general education classroom. Analyses of these results suggest that a significant change toward interventionist beliefs about learning, teaching, and disability occurred for participants who completed either module on UDL. Additionally, a small to moderate, positive relationship was identified between pre-service teachers’ beliefs about disability and their epistemological beliefs, with the strength of this relationship increasing following their training in UDL. These findings suggest that training in UDL can have a powerful and positive impact on pre-service teachers’ interventionist epistemological beliefs and beliefs about disability. Shifts toward interventionist beliefs are more likely to result in teaching practices that are more supportive of students with disabilities in general education classrooms. Implications for teacher preparation and study limitations are also discussed.

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)0.003
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.015
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.102
GPT teacher head0.438
Teacher spread0.336 · 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 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

Citations40
Published2018
Admission routes1
Has abstractyes

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