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Record W3200414712

Shifting Individuals and an Organization Towards Social Justice: A Teacher Education Program Imperative

2021· article· en· W3200414712 on OpenAlexaboutno aff
Jennifer L Skelding

Bibliographic record

VenueScholarship@Western (Western University) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Policies
Canadian institutionsnot available
Fundersnot available
KeywordsSocial justiceSociologyPedagogyPolitical sciencePublic relationsEconomic JusticeCriminologyLaw
DOInot available

Abstract

fetched live from OpenAlex

Globalization is the interconnected national and international forces that shape and define nations, economies, and peoples and that extend to schools. Higher education institutions, and kindergarten to Grade 12 school systems, are impacted by the internationalization of teaching, research, and service in response to market- and ethically driven discourses of targeted international admissions policies. Teacher education programs are positioned to respond to the internationalized teaching and learning context to support nondominant teacher candidates and prepare future teachers for diverse classrooms post-graduation. This OIP problematizes an inconsistent strategic direction to prioritize culturally sustaining pedagogies in a diverse teacher education program located in British Columbia, Canada. It draws from the theoretical concepts of critical epistemology and organizational identity as foundational drivers of change and incorporates concepts of intercultural competency development and culturally responsive pedagogies as evidence-based models to guide improvement plans. A social justice–oriented plan executed through a transformative leadership approach at both the macro and micro change levels creates the structural foundation for this OIP. Appreciative and collaborative inquiry offer all stakeholders’ participatory access points to amplify nondominant voices in the change process. A generative, multimethod integrated monitoring, evaluation, and communication plan supports this foundational change through a learning approach. The outcome connects theory to practice for stakeholders to promote unlearning and prioritize the decolonization of teacher education as liberation for nondominant students.

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)0.012
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.108
Threshold uncertainty score0.216

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0340.027
Scholarly communication0.0130.006
Open science0.0020.016
Research integrity0.0040.009
Insufficient payload (model declined to judge)0.0060.001

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 head0.108
GPT teacher head0.431
Teacher spread0.324 · 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 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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueScholarship@Western (Western University)→Same topicEducational Practices and Policies→French-language works237,207→