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Table 4 Abilities of computer-extracted image phenotypes to replicate corresponding human-extracted phenotypes

From: Breast MRI radiomics: comparison of computer- and human-extracted imaging phenotypes

BI-RADS feature

Performance metric estimate with p value

CEIPs involved in chosen predictor/classifier

Lesion size

MSD 56.558

(p < 0.001)

Effective diameter

Surface area

Maximum linear size

Lesion shape

AUC 0.720

(p = 0.004)

Sphericity

Internal enhancement

AUC 0.551

(p = 0.263)

Energy

Entropy

IMC1

Maximum correlation coefficient

Sum of average

Sum of entropy

Sum of squares

Margin

τ = 0.143

(p = 0.183)

Variance radial gradient histogram

  1. IMC Information measure of correlation, MSD Mean squared deviation