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Record W4410298367 · doi:10.56508/mhgcj.v8i1.254

The Climate Crisis and Indigenous Youths’ Mental Health: The Pilot Project

2025· article· en· W4410298367 on OpenAlexfundaboutno aff
Sabina Mirza, Michael R. Brown

Bibliographic record

VenueMental Health Global Challenges Journal · 2025
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsnot available
FundersCanadian Institutes of Health Research
KeywordsIndigenousMental healthPsychologyPolitical sciencePsychiatryEcology

Abstract

fetched live from OpenAlex

Introduction: The climate crisis significantly and disproportionately impacts Indigenous Peoples across Turtle Island, and worldwide. Some major issues faced are threats to reserve lands, food sovereignty, and traditional employment. The harms caused by climate change have been uniquely placed on Indigenous youth as both the future and current caretakers and land defenders of Turtle Island, impacting the mental health of our youth. Yet, their perspectives are rarely included in scholarly literature, research, or decision-making on environmental policy.Purpose: This article outlines findings from initial pilot phases of a climate crisis research project regarding the perspectives of Indigenous youth on the impacts of the climate crisis on their mental health and recommendations for service providers.Methodology: The findings outline themes and perspectives from Talking Circles with youth and Elders, as well as the development of a play created and performed in collaboration with an Indigenous theatre expert and our community partner, 2-Spirited People of the 1st Nations, in Toronto. Additionally, a quantitative survey was conducted to gather audience feedback on the performance.Results: 4 qualitative themes emerged: anxiety, fear and powerlessness; finding voice & using voice; autonomy & decolonization in government; education, educating & training youth. Audience feedback was mainly positive, impactful and inspiring. 6 main recommendations for policy and service delivery shifts were also acquired.Conclusion: This research responds to the emergent need for the inclusion and empowerment of Indigenous youth voices on the ongoing climate crisis and investigates its impacts on Indigenous youth mental health. Overall, the study had a positive impact on Indigenous youth mental health, with future research underway. Recommendations for programming and policy changes provided to continue supporting positive Indigenous youth mental health and wellness.

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)0.006
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.565
Threshold uncertainty score0.953

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0480.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.086
GPT teacher head0.446
Teacher spread0.360 · 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 designQualitative
Domainnot available
GenreReview

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

Citations1
Published2025
Admission routes2
Has abstractyes

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