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Table 3 Intercept and slope of the linear predictor of the logistic regression for all models to predict in-hospital mortality in ED; the optimism-corrected performance measures; and various threshold-based metrics (the threshold is itself based on the Youden index)

From: Internal validation and comparison of the prognostic performance of models based on six emergency scoring systems to predict in-hospital mortality in the emergency department

Models

Intercept (β0)

Slope (β1)

AUC-ROC (95% CI)

AUC-PR (95%CI)

BS

BS 95% CI

Thresholda

SE

SP

PPV

NPV

Accuracy

SCS

-2.6914

0.238

0.71(0.688, 0.742)

0.39 (0.37-0.41)

0.146

(0.136,0.154)

5.5

0.607

0.697

0.3249

0.881

0.680

WPS

-2.6456

0.3583

0.73(0.700, 0.757)

0.42 (0.40-0.44)

0.173

(0.164,0.182)

3.5

0.624

0.7403

0.3653

0.8916

0.717

RAPS

-2.0675

0.318

0.66(0.635, 0.686)

0.35 (0.33-0.37)

0.091

(0.079,0.098)

1.6

0.495

0.7667

0.3370

0.8638

0.714

REMS

-2.692

0.1913

0.68(0.657, 0.705)

0.34 (0.32-0.36)

0.10

(0.095,0.112)

5.5

0.748

0.4957

0.2623

0.8918

0.544

MEWS

-2.1653

0.2833

0.70(0.678, 0.726)

0.36 (0.34-0.39)

0.16

(0.105,0.123)

2.5

0.617

0.693

0.3250

0.8832

0.678

RLD

-2.3523

0.0076

0.66(0.632, 0.689)

0.33 (0.31,0.35)

0.07

(0.060,0.082)

127

0.5

0.7431

0.3179

0.8612

0.6961

  1. Abbreviations: AUC-ROC Area Under the receiver operating characteristic Curve, AUC-PR The area under the precision-recall curve, CI Confidence Interval, BS Brier Score, PPV Positive Predictive Value, SE sensitivity, SP specificity, NPV Negative Predictive Value, SCS Simple Clinical Score, WPS Worthing physiological score, RAPS Rapid Acute Physiology Score, REMS Rapid Emergency Medicine score, MEWS Modified Early Warning Score, RLD Routine Laboratory Data, ED Emergency Department
  2. a This threshold is calculated based on the Youden index