The Pandemic Riskscape in the Tourism Community of Canmore, Alberta during the COVID-19 Pandemic
Bibliographic record
Abstract
The COVID-19 virus is a severe acute respiratory disease which began to spread across the world in 2019, resulting in a global pandemic. To control the spread of the disease, countries closed their borders and implemented widespread lockdowns. Now that lockdowns have come to an end and travel has resumed, the purpose of this study is to investigate the risk perceptions of residents living and working in the tourism community of Canmore, AB. This study adopts the concept of ‘riskscapes’ to explore how risk is experienced through spatial practices and embedded in specific places. This concept is used to examine how residents perceive risk as they navigate through the riskscape and investigates factors which influence risk perceptions across space. The concept is used to demonstrate how riskscapes consist of interwoven risks which change over time as they are shaped by various actors and power structures.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".