The periodic health evaluation/preparticipation evaluation
Bibliographic record
Abstract
The periodic health evaluation (PHE) has become an essential tool to document health status and to facilitate injury prevention in athletes. The International Olympic Committee (IOC) has developed a standardized form to document the PHE, which should include a detailed personal and family medical history, as well as a comprehensive physical exam. The strongest scientific evidence for the completion of a PHE comes from the potential detection of risk factors for sudden cardiac death (SCD). Screening for Marfan's syndrome carries particular cardiological significance in a volleyball population. Noninjury-related medical conditions affecting systems other than the cardiovascular system occur frequently in elite athletes: pulmonary, gastrointestinal, hematological, dermatological, urological, immunological, endocrine, and ophthalmological conditions all occur with reasonable frequency. Musculoskeletal conditions are most commonly encountered, and can occur at any time throughout the season. Ankle injuries are the most common acute injury affecting volleyball players, accounting for up to half of all reported volleyball injuries.
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.
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 | 0.007 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".