The effects of risk message frames on post-pandemic travel intentions: the moderation of empathy and perceived waiting time
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
The moderation roles of empathy and perceived waiting time (PWT) on post-pandemic travel intentions have not as yet been investigated. This study of 684 Chinese resident respondents elicited how COVID-19 risk messages affected post-pandemic travel intentions. The results showed that people exposed to messages in the risk-amplifying frame had lower basic travel and destination travel intentions than those who were exposed to messages in the risk- attenuating frame. Empathy had a beneficial effect on basic travel intentions and had an inducing effect on destination travel intentions only in high-risk situations. High PWT tourists had more positive destination travel intentions in the risk-attenuating frame. The findings provide a theoretical basis for future research as well as practical implications for destination risk communications and market restoration during a public health crisis.
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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 | 0.005 |
| 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