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Record W4413990244 · doi:10.33524/cjar.v25i2.759

Children as Agents of Change: Research Reflections on the Practice and Possibilities of Participatory Eco-justice Research

2025· article· en· W4413990244 on OpenAlexaffvenue
Holly Crump, Susan Jagger, Nenad Radakovic, Ian Matheson, Chris Carlton

Bibliographic record

VenueThe Canadian Journal of Action Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicParticipatory Visual Research Methods
Canadian institutionsToronto Metropolitan UniversityQueen's University
Fundersnot available
KeywordsParticipatory action researchCitizen journalismAction researchEconomic JusticeEngineering ethicsSociologyPolitical sciencePedagogyEngineeringLaw

Abstract

fetched live from OpenAlex

This article takes the form of a conversational text in which we as five adult educational researchers reflect on our varied and intersecting experiences in conducting eco-justice education research with elementary school students as co-researchers. Drawing on a theoretical and rhizomatic foundation of children’s rights, sociology of childhood, and eco-justice, we describe our engagement with a Grade 5/6 class on a participatory research project centered on vermicomposting. We situate ourselves within the action research spiral of ‘plan-act-reflect’ as we dialogue and think together about our experiences as co-researchers with students and look ahead to future opportunities to fully realize children’s rights and justice in environmental education and research. We center our discussion on three guiding questions: 1) What is eco-justice education and what might it look like within the context of participatory research with children? 2) How can adult researchers empower children’s autonomy and active citizenship in ecological research while engaging as co-researchers with them? 3) What are the strengths, challenges, and possibilities for children’s participation as eco-justice and climate action researchers? Our reflective text contributes to a body of knowledge around the meaningful engagement and empowerment of children in eco-justice and climate action explorations and activism.

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)0.143
metaresearch head score (Gemma)0.104
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.541
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1430.104
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0050.007
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0000.000

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 head0.949
GPT teacher head0.779
Teacher spread0.170 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes2
Has abstractyes

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