Outcomes and Costs of Patients Admitted to the ICU Due to Spontaneous Intracranial Hemorrhage
Bibliographic record
Abstract
OBJECTIVES: Spontaneous intracranial hemorrhage, including subarachnoid hemorrhage and intracerebral hemorrhage, is associated with significant morbidity and mortality. Although many of these patients will require ICU admission, little is known regarding their outcomes and the costs incurred. We evaluated this population in order to identify outcomes and cost patterns. DESIGN: Retrospective cohort analysis of a health administrative database. SETTING: Two ICUs within a single hospital system. PATIENTS: Eight-thousand four-hundred forty-seven patients admitted to ICU from 2011 to 2014, of whom 332 had a diagnosis of spontaneous intracranial hemorrhage. Control patients were defined as randomly selected age, sex, and comorbidity index-matched nonintracranial hemorrhage ICU patients (1:4 matching ratio). INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Mean age of ICU intracranial hemorrhage patients was 60.1 years, and 120 (36.1%) died prior to discharge. Intracranial hemorrhage was associated with a mean total cost of $75,869, compared with $52,471 in control patients (p < 0.01). Mean cost per survivor of intracranial hemorrhage patients was $118,813. Subarachnoid hemorrhage was associated with significantly higher mean total costs than intracerebral hemorrhage ($92,794 vs $53,491; p < 0.01) and higher mean cost per day ($4,377 vs $3,604; p < 0.01). Patients with intracranial hemorrhage who survived to hospital discharge were significantly costlier than decedents ($100,979 vs $30,872; p < 0.01). Intracranial hemorrhage associated with oral anticoagulant use had a mean total cost of $152,373, compared with $66,548 in nonoral anticoagulant intracranial hemorrhage (p < 0.01). CONCLUSIONS: Patients admitted to ICU with intracranial hemorrhage have high costs and high mortality, leading to elevated cost per survivor. Subarachnoid hemorrhage patients incur greater costs than intracerebral hemorrhage patients, and oral anticoagulant-associated intracerebral hemorrhage is particularly costly. Our findings provide novel information regarding financial impact of this common ICU population.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".