Table 2 Predictive performance metrics in ablation experiments

From: Development of an AI model for DILI-level prediction using liver organoid brightfield images

Metrics

HLO without spatial

HLO using D0–D1 images

HLO

Recall

vNo-DILI-Concern

0.9016

0.7049

0.9016

vLess-DILI-Concern

0.6200

0.7500

0.7500

vMost-DILI-Concern

0.6986

0.6849

0.7808

Specificity

vNo-DILI-Concern

0.7835

0.7835

0.8557

vLess-DILI-Concern

0.9626

0.9043

0.9552

vMost-DILI-Concern

0.8706

0.7882

0.9059

Precision

vNo-DILI-Concern

0.7237

0.6719

0.7971

vLess-DILI-Concern

0.7500

0.6923

0.7500

vMost-DILI-Concern

0.8095

0.7353

0.8769

F1 score

vNo-DILI-Concern

0.8029

0.6880

0.8462

vLess-DILI-Concern

0.6818

0.7199

0.7500

vMost-DILI-Concern

0.7500

0.7092

0.8261

Accuracy

 

0.7610

0.7025

0.8234