Acceptable Risk of Sudden Incapacitation Among Safety Critical Transportation Workers
Bibliographic record
Abstract
OBJECTIVE: Identify a risk threshold for sudden incapacitation for safety critical positions in transportation industries supporting medical fitness for duty standards. METHODS: Systematic literature searches were performed examining acceptable risk criteria for medically related incapacitation using PubMed Central and Google Scholar databases. Websites for professional societies and national and international governmental agencies were also accessed. Article abstracts were reviewed and exhaustive searches were performed. RESULTS: International regulatory bodies have adopted definitions of acceptable risk typically with a threshold of 1% to 2% absolute risk of sudden incapacitation per annum. Several "risk-of-harm" models have been proposed that incorporate factors modulating an absolute risk constant derived from epidemiological studies. CONCLUSION: A 1% absolute annual risk of sudden incapacitation should be adopted as the threshold for determining medical fitness for duty among employees in safety critical positions in transportation industries.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".