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Table 1 Comparison of manual and semi-automated validation using Evidencio’s validation tool

From: Facilitating validation of prediction models: a comparison of manual and semi-automated validation using registry-based data of breast cancer patients in the Netherlands

Model

Outcome

Calibration: intercept

Calibration: slope

Discrimination: AUC

Manual

(M)

Semi-automated (S)

Difference

(M-S)

Manual

(M)

Semi-automated (S)

Difference

(M-S)

Manual

(M)

Semi-automated (S)

Difference

(M-S)

CancerMatha

(n = 8900)

5-year OS

−0.02

−0.03

0.01

1.12

1.09

0.03

0.76

0.76

0

INFLUENCEb

(n = 12,308)

Conditional 5-year LRR

−0.01

−0.01

0

1.06

1.06

0

0.74

0.74

0

PPAMc

(n = 1416)

Probability of axillary metastasis

0

0

0

0.99

0.98

0.01

0.77

0.77

0

PREDICT 2.0d

(n = 8834)

5-year OS

−0.01

−0.01

0

1.03

1.02

0.01

0.80

0.80

0

10-year OS

−0.01

−0.01

0

1.03

1.02

0.01

0.77

0.77

0

  1. a,b,c = logistic regression, d = Cox proportional hazard regression. PPAM Predicted Probability of Axillary Metastasis, n number of patients included for validation, OS overall survival, LRR locoregional recurrence, AUC area under the receiver operating characteristic curve