Health Care Avoidance Among Canadian Pilots Due to Fear of Medical Certificate Loss
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
OBJECTIVE: Canadian pilots may avoid health care and report inaccurate medical information due to fear of medical invalidation. We sought to determine if health care avoidance due to fear of certificate loss exists. METHODS: We conducted an anonymous 24-item Internet survey of 1405 Canadian pilots between March and May 2021. Responses were collected using REDCap, and the survey was advertised through aviation magazines and social media groups. RESULTS: Seventy-two percent of respondents (n = 1007) have felt worried about seeking medical care because it may impact their career or hobby. Respondents participated in various health care avoidance behaviors with the most common being having actually avoided or delayed medical care for a symptom (46%, n = 647). CONCLUSION: Canadian pilots fear medical invalidation and consequently, avoid health care. This may be severely impacting aeromedical screening effectiveness.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| 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