Mitigating the effects of the climate crisis through health policy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In Canada, the climate crisis has had profound impacts on health, including increased health problems as well as decreased access to healthcare services. Without mitigation, the climate crisis is expected to exacerbate an abundance of negative health outcomes and health system disruptions in Canada, including: food, water, and shelter insecurity; increased health problems caused by severe weather; and forced displacement from geographically vulnerable areas. Governmental action could be taken to mitigate the effects of the climate crisis and improve healthcare in the country. This report synthesizes current literature on how the climate crisis is affecting health in Canada. It also recommends 3 actions that can be taken to mitigate the effects of the climate crisis and improve the country’s health. Actions include: conducting climate change and health vulnerability assessments (CCHVAs), enhancing support for climate action research, and reducing CO2 emissions in the healthcare sector.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it