Pattern of Injury and Illness During Expedition-Length Adventure Races
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: To describe injuries and illnesses treated during an expedition-length adventure race and combine the results with those from previous studies to identify common patterns of injury and illness during these events. METHODS: The 2003 Subaru Primal Quest Expedition Length Adventure Race was held in Lake Tahoe, CA, from September 5 to 14, 2003. Eighty teams of 4 individuals participated. During the event, medical volunteers providing on-site medical care recorded each medical encounter on a medical encounter form. This information was used to describe the injuries and illnesses treated and was combined with previous investigations to identify common patterns of injury and illness during these events. RESULTS: During the 10-day study period, 356 patient encounters and 406 injuries and illnesses were recorded. The most frequent reason to require on-site medical care was injury of the skin and soft tissue (70.4%), with blisters the single most common of these injuries (45.6%). Other reasons were orthopedic injury (14.8%), respiratory illness (3.7%), and heat illness or dehydration (3.7%). CONCLUSIONS: The results of this and previous studies demonstrate a common pattern of injury and illness that includes a high frequency of skin and soft tissue injury, especially blisters. Injuries and illnesses such as altitude illness, contact dermatitis, and respiratory illness varied considerably among events. The number of patient encounters per athlete is similar among the studies, providing an approximation of the number of medical encounters expected given the number of participants. These results should assist medical providers for future events; however, it is imperative to carefully review the individual event to best predict the frequency of injury and illness.
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 | 0.000 | 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