Sentinel Events in Lumbar Spine Surgery
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
STUDY DESIGN: Retrospective national database analysis. OBJECTIVE: A national population-based database was queried to investigate the incidence and perioperative outcomes associated with sentinel events in lumbar spine surgery. SUMMARY OF BACKGROUND DATA: Sentinel events in lumbar spine surgery can have significant medical, social, economic, and legal implications. The incidence and perioperative outcomes associated with these events have not been well characterized. METHODS: Data from the Nationwide Inpatient Sample was queried from 2002 to 2011. Patients who underwent lumbar spinal surgery were identified. Sentinel events including bowel or peritoneal injury, vascular injury, nerve injury, retention of foreign objects, and wrong-site surgery were identified. Patient demographics, comorbidities (Charlson Comorbidity Index), length of stay, total costs, and perioperative outcomes were assessed. The risk for mortality associated with each sentinel event was calculated using a 95% confidence interval. Statistical analysis was performed with SPSS version 20 and a P value of 0.001 or less denoted significance. RESULTS: A total of 543,146 lumbar spine surgical procedures were recorded from 2002 to 2011, of which 414 (0.8 per 1000 cases) incurred sentinel events. Wrong-site surgical procedures were the most common sentinel events with an incidence of 0.3 per 1000 cases. The incidences for bowel or peritoneal injury, vascular injury, nerve injury, and retention of foreign objects, were 0.06, 0.2, 0.2, and 0.1 per 1000 cases, respectively. There were no significant differences in the mean age (55.9 vs. 56.0, P = 0.911) or comorbidity burden (2.58 vs. 2.63, P = 0.553) between the 2 cohorts. The sentinel event cohort incurred a longer hospitalization, greater costs, and a greater incidence of in-hospital complications, and mortality. Patients with a bowel or peritoneal injury, vascular injury, and wrong-site surgery demonstrated a greater risk of mortality relative to unaffected patients. CONCLUSION: This Nationwide Inpatient Sample analysis demonstrates that sentinel events are associated with a significant increase in hospital resource utilization and worsened postoperative outcomes including death. This study demonstrates the financial and medical burden associated with sentinel events in lumbar spine surgery. LEVEL OF EVIDENCE: 4.
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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