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Record W2008203530 · doi:10.1108/ijshe-10-2012-0088

The status of education for sustainability in initial teacher education programmes: a Canadian case study

2014· article· en· W2008203530 on OpenAlexaffabout
Thomas Falkenberg, Gary Babiuk

Bibliographic record

VenueInternational Journal of Sustainability in Higher Education · 2014
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsSustainabilityMainstreamingHigher educationOriginalityEnvironmental educationGovernment (linguistics)PedagogyTeacher educationSociologyPolitical scienceSpecial educationSocial scienceQualitative research

Abstract

fetched live from OpenAlex

Purpose – The purpose of this paper is to establish the status of education for sustainability in the teacher education programmes in the province of Manitoba in Canada and to identify challenges and obstacles for mainstreaming education for sustainability in those programmes. Design/methodology/approach – Using a multi-unit case study design, online programme information and data from interviews with faculty administrators and a convenience sample of faculty members from all five faculties of education in Manitoba were collected and analysed. Findings – There is no systematic and focused preparation of teachers for education for sustainability in any of the Manitoba teacher education programmes. Three challenges for mainstreaming of education for sustainability are identified: lack of leadership, an unfavourable view of the role of education for sustainability and the silo-ing within faculties of education. Research limitations/implications – The research is limited by its focus on the programme-based implementation of education for sustainability in faculties of education, which did not include any course-based implementation by individual instructors. Practical implications – To address the challenges and obstacles for mainstreaming, the authors argue for joint leadership across the relevant institutional levels (government, university and faculty), and for establishing education for sustainability as a framework for responding to the purpose question of school education. Originality/value – The study provides empirical evidence for some of the major challenges for mainstreaming education for sustainability in faculties in education and, by generalisation, all university faculties.

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)0.007
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.874
Threshold uncertainty score0.917

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0200.004
Scholarly communication0.0040.001
Open science0.0020.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.013
GPT teacher head0.351
Teacher spread0.338 · 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

Citations61
Published2014
Admission routes2
Has abstractyes

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