Comparison of homeowner response to wildfire risk among towns with and without wildfire management
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
Abstract Few studies have examined the relationship between wildfire management by government agencies and homeowner wildfire risk mitigation. The goal of this paper is to compare perception of the wildfire risk, attribution of responsibility for mitigation, awareness of wildfire and mitigation, and adoption of wildfire mitigation activities among homeowners in towns where wildfire management activities have been completed by government (management group) and towns where no activities have been completed (no management group). Data were collected by mail survey of homeowners in six communities in Alberta, Canada during 2007. Results showed the people in the management group expressed higher levels of perceived risk and greater awareness of wildfire and mitigation than those in the no management group, but they did not attribute greater responsibility for mitigation to the homeowner nor complete more mitigation activities on their properties. Keywords: natural hazardrisk managementsocial normswildfirewildland urban interface
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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