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Record W4411694444 · doi:10.17275/per.25.57.12.4

A Comparative Investigation of Environmental Literacy Dimensions in Science Curricula of Several Countries

2025· article· en· W4411694444 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueParticipatory Educational Research · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumMathematics educationLiteracyScientific literacyScience educationSociologyEngineering ethicsPedagogyPsychologyEngineering

Abstract

fetched live from OpenAlex

Environmental education is necessary to prevent environmental problems. It is useful to analyze the curricula in order to understand the importance given to environmental education. In this study, it was aimed to examine the learning outcomes in Türkiye, Canada (Ontario), Australia, USA (Massachusetts) and England primary science curricula in terms of environmental education and to analyze and compare them according to the dimensions of environmental literacy which are formed knowledge, cognitive skills, affect and behavior. This study was a qualitative study, and the data were collected through document analysis and analyzed through content analysis. In the comparisons made according to the number of environmental outcomes, it was observed that the highest number of outcomes was present in the curriculum of Canada, while the lowest number of outcomes was present in the curriculum of England. All dimensions were found in all curricula except the Science and Technology Curriculum in England, but not all dimensions were equally included in the curricula. In England's curriculum, had no outcomes related to the behavior dimension. The common result was that in all of the curricula, the outcomes in the cognitive skills dimension are more common, while the outcomes in the affective and behavioral dimensions are more limited.

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)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.004
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.081
GPT teacher head0.448
Teacher spread0.367 · 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