It’s a no brainer: combat sports should be ground zero for research on concussion
Bibliographic record
Abstract
Traumatic brain injury, concussion, and subconcussion are different clinical conditions associated with head injury. These conditions share a common origin, mechanical forces directly or indirectly transmitted to the head. In sports, modalities with high exposure to head traumas require further investigation, especially those in which strikes directly to the head are allowed and a determinant of success, such as combat sports. The causes and effects of brain injuries in combat sports such as Mixed Martial Arts, boxing, Muay Thai, and kickboxing are complex and require a comprehensive investigation of many factors. The objective of this dissertation was to explore the main causes that justify combat sports as the main sport sample when it comes to head injury and the effects of chronic exposure to head trauma in this population. Original studies were developed to assess the head injury risk in competition and in training, the level of knowledge of athletes and coaches, and the consequences of chronic exposure to head traumas in the balance function, brain activity, and spinal cord excitability. The risk of a fight ending due to head strikes in competition is directly related to the weight category, and the risk seems to be exacerbated in female athletes. Combat sports athletes are exposed to numerous strikes to the head in simulated fights on a weekly basis in training, when healthcare professionals are absent. During this time that makes up the bulk of exposures, therefore, athletes and coaches are the ones managing potential cases of concussion. However, coaches are not familiar with assessment tools and don’t often seek out concussion knowledge. Alarmingly, coaches, often prior athletes themselves, are the main source of concussion knowledge for their athletes. High exposure to head trauma both in competition and training in addition to iv poor knowledge and behavior are liable to cause consequences in the nervous system. Athletes chronically exposed to head trauma presented subtle deficits in static balance in the most basic human stance, which is the double-leg over a firm surface. Moreover, while the literature consistently shows impairments in brain function, our study expanded the association between head trauma and nervous system deficits to the least studied component of the nervous system, the spinal cord. While athletic training promotes neuroplastic benefits in spinal cord excitability, these were hindered in a sample of athletes chronically exposed to head traumas. The studies in this dissertation demonstrated that athletes in combat sports are chronically exposed to intentional and repetitive head traumas, and that this exposure is likely associated with long-term functional detriments in balance and spinal cord excitability.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.022 | 0.103 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.009 |
| Scholarly communication | 0.011 | 0.023 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.014 | 0.021 |
| Insufficient payload (model declined to judge) | 0.030 | 0.017 |
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 source (direct Gemma or distilled Codex), 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".