Isolated Traumatic Subarachnoid Hemorrhage: An Evaluation of Critical Care Unit Admission Practices and Outcomes From a North American Perspective
Bibliographic record
Abstract
OBJECTIVES: Traumatic subarachnoid hemorrhage is a common radiographic finding associated with traumatic brain injury. The objective of this investigation is to evaluate the association between hospital-level ICU admission practices and clinically important outcomes for patients with isolated traumatic subarachnoid hemorrhage and mild clinical traumatic brain injury. DESIGN: Multicenter observational cohort. SETTING: Trauma centers participating in the American College of Surgeons Trauma Quality Improvement Program spanning January 2012 to March 2014. PATIENTS: A total of 14,146 subjects, 16 years old and older, admitted to 215 trauma centers with isolated traumatic subarachnoid hemorrhage and Glasgow Coma Scale score 13 or greater. Patients with concurrent intracranial injuries, severe injury to other body regions, or tests positive for alcohol or illicit substances were excluded. INTERVENTION: ICU admission. MEASUREMENTS AND MAIN RESULTS: The primary outcome was need for neurosurgical intervention, defined as insertion of an intracranial monitor/drain or craniectomy/craniotomy. Secondary outcomes describing the clinical course included hospital discharge disposition, in-hospital mortality, and length of stay. Admission to ICU was common within the cohort (44.6%), yet the need for neurosurgical intervention was rare (0.24%). Variability was high between centers and remained so after adjusting for differences in case-mix and hospital-level characteristics (median odds ratio, 4.1). No significant differences in neurosurgical interventions, mortality, or discharge disposition to home under self-care were observed between groups of the highest and lowest ICU admitting hospitals. However, those in highest admitting group "stayed" in hospital 1.13 (95% CI, 1.07-1.20; p < 0.001) times that of the lowest admitting group. CONCLUSIONS: Critical care admission for mild traumatic brain injury patients with isolated traumatic subarachnoid hemorrhage is frequent and highly variable despite low probability of requiring neurosurgical intervention. Reevaluation of hospital-level practices may represent an opportunity for resource optimization when managing patients with mild clinical traumatic brain injury and associated isolated traumatic subarachnoid hemorrhage.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".