To cool or not to cool: understanding and improving cooling centre use in metro vancouver through community-based participatory action research
Bibliographic record
Abstract
Abstract Extreme heat events present significant health risks, particularly for populations facing systemic marginalization. Through interviews and FGs with 63 ( n = 60 residents; n = 3 service providers (SP)) participants, this paper explores the barriers and opportunities related to access and use of cooling centres from both user and provider perspectives, as well as broader implications for addressing vulnerability to extreme heat in the metro Vancouver region of British Columbia, Canada. Initially focused on cooling centres, our research expanded to include the complexities of individual and systemic responses to heat, highlighting the complex interplay between personal preferences and structural barriers. Key barriers to cooling centre usage reported by participants included concerns over safety, hygiene, stigma, lack of information, and infrastructural challenges such as transportation. SPs faced constraints with staffing, limited hours, and underutilization of additional services. Tensions emerged between individual, do-it-yourself (DIY) approaches and collective solutions, with participants seeking agency in their choices while acknowledging the need for improved, community-based interventions. The study also uncovered the unintended effects of inclusivity, as the presence of individuals who use substances or are unhoused in cooling spaces deterred some potential users, underscoring the challenges of designing universally accessible services. Broader systemic issues, such as housing security and the quality of indoor environments, further intersected with vulnerability to extreme heat, exacerbating risks for those opting to stay at home. The paper recommends leveraging existing public spaces, enhancing social networks, improving tenant protections, and fostering ‘right to cool’ initiatives to balance immediate relief with long-term systemic reform, particularly around the rental housing crisis and tenant insecurity. By addressing both individual and collective needs, this approach can mitigate the health impacts of extreme heat while promoting greater equity and resilience.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".