Injuries in Sprint Canoeists and Kayakers: Etiology, Mechanisms of Injury, Treatment Options, and Practical Applications
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
ABSTRACT On-water and dry-land training programs for sprint canoeists and kayakers are physically demanding. Musculoskeletal injuries particularly to the shoulder, thoracic, and scapula regions are common. Overtraining can lead to muscle imbalances, glenohumeral and scapular kinematic dysfunctions, soft-tissue damage, and pain. Preventive programs are required. However, objective research-based evidence for sprint canoe- and kayak-specific preventive programming is lacking. This study will discuss common injuries sustained by paddlers, the mechanisms of these injuries, treatment and prevention approaches, and practical applications highlighting the need for coaches, clinicians, and strength and conditioning professionals to take a proactive approach in addressing high-risk injury factors. For a video abstract of this article, see Supplemental Digital Content 1, http://links.lww.com/SCJ/A275.
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