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Prognostication in Acute Neurological Emergencies.

Kelly L Sloane1, Julie J Miller2, Amanda Piquet3

  • 1Department of Neurology, Massachusetts General Hospital, Boston, MA, USA; Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA; Crescenz Veterans Affairs Medical Center, Philadelphia, Pennsylvania 19104, USA.

Journal of Stroke and Cerebrovascular Diseases : the Official Journal of National Stroke Association
|January 10, 2022
PubMed
Summary

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Neurological prognostication in emergency departments is highly variable among physicians. Group predictions, or "wisdom of the crowd," may offer more accurate outcomes for acute neurological conditions.

Area of Science:

  • Neurology
  • Emergency Medicine
  • Medical Prognostication

Background:

  • Prognostication for acute neurological conditions in the emergency department (ED) relies on clinical experience, scoring systems, and comorbidities.
  • Accurate prognosis is crucial as it influences decisions regarding life-sustaining therapy withdrawal.
  • Investigated the consistency of prognostication among neurology physicians for critical neurological conditions.

Purpose of the Study:

  • To assess the variability and accuracy of neurological prognostication among a diverse group of neurology providers.
  • To compare the consistency of outcome predictions across different provider roles and expertise levels.

Main Methods:

  • A simulation exercise involving 120 neurology providers using de-identified clinical, laboratory, and imaging data from five acute neurological cases.
Keywords:
Brain injuryNeurological emergenciesNeuroprognosticationOutcome prediction

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  • Providers ranked predicted 90-day modified Rankin Scale (mRS) scores for each case.
  • Compared individual and group-weighted predictions against actual 90-day mRS outcomes.
  • Main Results:

    • Individual outcome predictions showed high variability, with accuracy ranging from 2% to 95% compared to actual mRS scores.
    • The group's weighted outcome prediction matched the actual mRS score in 60% of cases (3 out of 5).
    • No significant differences in prediction accuracy were found between neurology trainees and faculty, or between subspecialty groups.

    Conclusions:

    • Acute neuro-prognostication is frequently variable and inaccurate among neurology providers.
    • Experience and subspecialty expertise did not significantly improve prognostication accuracy.
    • The collective prediction of a group ('wisdom of the crowd') may be more reliable than individual assessments.