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Record W4247617011 · doi:10.32920/ryerson.14663025.v1

Urban and place-based environmental education in the Ontario Secondary School curriculum

2021· preprint· en· W4247617011 on OpenAlexaffabout
Laila Mnyusiwalla

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicIndigenous and Place-Based Education
Canadian institutionsToronto Metropolitan UniversityUniversity of Toronto
Fundersnot available
KeywordsCurriculumStakeholderEnvironmental educationFocus groupSubject (documents)PedagogyMedical educationPolitical scienceSociologyMedicinePublic relationsLibrary science

Abstract

fetched live from OpenAlex

This study reviews the Ontario secondary school curriculum in light of recommendations made by the 2007 Bondar Report, “Shaping Our Schools, Shaping Our Future”. It analyzes curriculum expectations and enrollment data for the purpose of reporting upon and providing recommendations for urban and place-based environmental education (U&PBEE). The extent and prescriptiveness of U&PBEE coverage by subject, course, grade, and course progression or pathway are reported upon. These findings are contextualized through the perspectives of diverse stakeholder groups at the “Education Experts’ Workshop: Implementing 2007 Bondar Report’s Intended Outcomes in 2015” hosted by Ryerson University in April 2015. EE in Ontario does not have its own discrete compulsory courses and despite having been “embedded” in the curriculum, the important arenas of U&PBEE are being applied inconsistently across the mandatory curriculum. Poor enrolment in senior electives shows that the focus of students remains elsewhere, fracturing EE’s progression in secondary schools.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.308
Threshold uncertainty score0.996

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.008
GPT teacher head0.252
Teacher spread0.245 · 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 designObservational
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 routes2
Has abstractyes

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