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Record W3082354079 · doi:10.5206/eei.v30i2.11080

Collaborating for Inclusion: The Intersecting Roles of Teachers, Teacher Education, and School Leaders in Translating Research into Practice

2020· article· en· W3082354079 on OpenAlexaffvenue
Donna McGhie‐Richmond, Fizza Haider

Bibliographic record

VenueExceptionality Education International · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Education and Leadership Studies
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsInclusion (mineral)PedagogyPsychologyTeacher educationMathematics educationFaculty developmentEmpirical researchTeacher leadershipProfessional developmentEducational leadership

Abstract

fetched live from OpenAlex

Despite empirical research pointing toward the positive impact of an inclusive instructional approach and practices on all students’ learning and social participation, educators and schools lag in adopting these approaches and strategies. For the purpose of knowledge mobilization, it is important to examine the factors that influence this research-to-practice gap. With this aim, we first outline the significant role of teachers and teacher education in implementing inclusive practices. We then synthesize findings from previous literature identifying both individual and contextual, system-level influences that impede the implementation of evidence-based inclusive practices by teachers. We emphasize the prominent role of school leaders in removing some of these barriers by supporting teachers and collaborating with key stakeholders. Further research is needed to explore the complex, interrelated factors that foster collaboration among school leaders, teachers, and teacher education programs in order to advance the development of truly inclusive education systems.

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)0.004
metaresearch head score (Gemma)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.803
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.207
GPT teacher head0.519
Teacher spread0.312 · 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

Citations3
Published2020
Admission routes2
Has abstractyes

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