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Record W4293152609 · doi:10.26522/brocked.v31i2.915

Education for Sustainable Development (ESD) Infusion into Curricula: Influences on Students’ Understandings of Sustainable Development and ESD

2022· article· en· W4293152609 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBrock Education Journal · 2022
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsEducation for sustainable developmentCurriculumSustainabilitySustainable developmentEnvironmental educationPsychologySociologyMedical educationPedagogyPolitical scienceMedicine

Abstract

fetched live from OpenAlex

Formal education for sustainable development (ESD) is in large part dependent on capacity-building and training of teachers as they are the individuals who must both deliver ESD at the classroom level as well as utilise their own knowledge, values and skills in support of sustainability. In this research, teacher educators within a higher education institution in Jamaica undertook a collaborative action research project to infuse ESD into their selected undergraduate and postgraduate courses during the spring semester of the 2018/19 academic year. Data were collected from approximately 140 students through the use of a pre- and post-infusion concept map, which sought to ascertain various facets including students’ level of awareness and perspectives on sustainable development and ESD. Preliminary findings indicate that students’ understanding of sustainable development broadened after the courses, with most students believing that sustainable development involves social, economic and environmental improvements that do not come at the expense of our natural resources. Additionally, students’ thoughts about ESD shifted, with students highlighting aspects of the interdisciplinary nature of ESD and ESD as involving equitable and inclusive education, as well as attitudinal and behavioural changes. The findings of this research are significant in highlighting how the intentional infusion of ESD into courses across various specialisations can enhance students’ knowledge and awareness of sustainable development and ESD.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.424
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.008
GPT teacher head0.275
Teacher spread0.267 · 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