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Record W2779013661 · doi:10.1097/ccm.0000000000002931

Isolated Traumatic Subarachnoid Hemorrhage: An Evaluation of Critical Care Unit Admission Practices and Outcomes From a North American Perspective

2017· article· en· W2779013661 on OpenAlexaff
Christopher D. Witiw, James P. Byrne, Farshad Nassiri, Jetan H. Badhiwala, Avery B. Nathens, Leodante da Costa

Bibliographic record

VenueCritical Care Medicine · 2017
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury and Neurovascular Disturbances
Canadian institutionsSunnybrook Health Science CentreUniversity of Toronto
Fundersnot available
KeywordsMedicineGlasgow Coma ScaleTraumatic brain injurySubarachnoid hemorrhageIntensive care unitCraniotomyEmergency medicineCohortOdds ratioObservational studyTrauma centerGlasgow Outcome ScaleInjury Severity ScoreAnesthesiaPoison controlRetrospective cohort studyInjury preventionSurgeryIntensive care medicineInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

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.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.101
GPT teacher head0.430
Teacher spread0.329 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations22
Published2017
Admission routes1
Has abstractyes

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