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Record W6940515571 · doi:10.7939/81822

A Qualitative Examination of the Impact of the 2021 Floods and Fires: Experiences, Emotions, and Future Uncertainties among Youth in Merritt, British Columbia

2025· dissertation· en· W6940515571 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Alberta Library · 2025
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsClimate changeThematic analysisCoping (psychology)Extreme weatherQualitative researchSocial connectednessGlobal warming

Abstract

fetched live from OpenAlex

Global warming is expected to increase the frequency and severity of extreme events, disproportionately affecting vulnerable populations, with youth at heightened risk of climate-related psychological stress. However, research on young people in climate emotions literature is underrepresented. Understanding youth climate emotions is crucial for helping them develop effective coping strategies and fostering a sense of hope, which can lead them towards pro-environmental behaviors. With young people constituting approximately one-fifth of the world’s population, their involvement in climate action is critical. The main objective of this qualitative study is to explore the impact of the floods and fires of 2021 among youth in Merritt, British Columbia. In-person and remote interviews were conducted with five youth aged 17 to 29, two secondary school instructors, and four parents. Through thematic analysis within a social constructivist framework, data from the interviews were coded according to three overarching themes: Extreme Event Experiences, Climate Emotions, and Future Uncertainties. The analysis revealed several key insights. First, municipalities may be inadequately prepared for extreme events, resulting in significant disruptions to daily life for community members. Second, extreme events and climate change can intensify future uncertainties and evoke strong climate emotions, including eco-anxiety, grief, and loss. Third, community connectedness emerged as a crucial emotional coping mechanism for youth. The findings also highlight that youth participants advocate for enhanced climate change adaptation efforts in Merritt and across Canada, specifically calling for expanded climate change education and a more inclusive approach to climate governance that incorporates the voices of youth, rural, and Indigenous populations.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.169
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.007
GPT teacher head0.201
Teacher spread0.193 · 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
Published2025
Admission routes1
Has abstractyes

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