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. Author manuscript; available in PMC: 2018 May 15.
Published in final edited form as: J Surg Res. 2016 Dec 30;212:42–47. doi: 10.1016/j.jss.2016.12.032

Table 4.

Normalized importance of components in multilayer perceptron networks predicting severe bleeding and the need for surgical intervention.

Outcome predictors Normalized
importance, %
Severe bleeding
  Hemoglobin (g/dL) on admission 100
  Systolic blood pressure on admission (mm Hg) 83
  Outpatient prescription for aspirin 325 mg daily 60
  Charlson comorbidity index 30
  Base deficit ≥5 mEq/L on admission 24
  International normalized ratio ≥ 1.5 on admission 13
Need for surgical intervention
  Nadir hemoglobin (g/dL) 100
  Systolic blood pressure on admission (mm Hg) 86
  Decrease in hematocrit by 20% within 24 h 28
  Outpatient prescription for aspirin 325 mg daily 17
  Charlson comorbidity index 10