Life-threatening outcomes associated with autonomic dysreflexia: A clinical review
Bibliographic record
Abstract
Context Autonomic dysreflexia (AD) is a life-threatening complication of chronic traumatic spinal cord injury (SCI). Objective To document and provide insight into the life-threatening sequelae associated with AD. Methods A review was conducted to identify literature which documented cases of AD associated with life-threatening outcomes (and death). The search strategy comprised of a keyword search on the PubMed database as well as manual searches of retrieved articles. Outcomes were categorized into three main classes: central nervous system (CNS), cardiovascular (CV), and pulmonary. Results Thirty-two cases of death or life-threatening complications of AD were found. Twenty-three (72%) cases were CNS-related, seven (22%) cases were CV-related, and two (6%) cases were pulmonary-related. In total, seven (22%) deaths were noted as a direct result of complications following an AD attack. Conclusion AD is a well-known consequence of SCI among individuals with high thoracic and cervical injuries. Many of these individuals experience this condition on a daily basis. Medical personnel, care givers, and individuals with SCI should be aware of the importance of timely diagnosis and management of this life-threatening condition, which can result in a variety of significant complications including stroke, seizures, myocardial ischemia, and death.
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 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.013 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 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".