Complications in acute phase hospitalization of traumatic spinal cord injury
Bibliographic record
Abstract
BACKGROUND: Optimal timing of surgery after a traumatic spinal cord injury (SCI) is one of the most controversial subjects in spine surgery. We assessed the relationship between surgical timing and the occurrence of nonneurologic postoperative complications during acute hospital stay for patients with a traumatic SCI. METHODS: A retrospective cohort study was performed in a single institution. Four hundred thirty-one cases of traumatic SCI were reviewed, and postoperative complications were recorded from the medical charts. Patients were compared using two different surgical timing cutoffs (24 hours and 72 hours). Logistic regression analyses were modeled for complication occurrence. The effect of surgical timing on complication rate was adjusted for potential confounding variables such as the level of injury, American Spinal Injury Association (ASIA) grade, Injury Severity Score (ISS), age, sex, Charlson Comorbidity Index, and Surgical Invasiveness Index. RESULTS: Patients operated on earlier were younger, had less comorbidity, had a higher ISS, and were more likely to have a cervical lesion and a complete injury (ASIA A). A reduction in the global rate of complications as well as in the rate of pneumonias and pressure ulcers were predicted by surgery performed earlier than 72 hours and 24 hours. Increasing age, more severe ASIA grade, and cervical lesion as well as increased Charlson Comorbidity Index, ISS, and SII were also statistically related to the occurrence of complications. CONCLUSION: This study showed that a shorter surgical delay after a traumatic SCI decreases the rate of complications during the acute phase hospitalization. We suggest that patients with traumatic SCI should be promptly operated on earlier than 24 hours following the injury to reduce complications while optimizing neurologic recovery. If medical or practical reasons preclude timing less than 24 hours, efforts should still be made to perform surgery earlier than 72 hours following the SCI. LEVEL OF EVIDENCE: Prognostic study, level III; therapeutic/care management study, level IV.
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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 | 0.000 | 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 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".