Table 2 Results of a priori outcome prediction on the independent test set.

From: A priori prediction of local failure in brain metastasis after hypo-fractionated stereotactic radiotherapy using quantitative MRI and machine learning

Features

Accuracy (%)

Sensitivity (%)

Specificity (%)

AUC

Radiomic Features: Elongation-Tumour, T1-GLDM-GLN-Edema, T2-GLDM-HGLE-Tumour, T1-GLSZM-LAHGLE-Edema

87

85

88

0.87

Clinical Features: Previous WBRT, Targeted Systemic Treatment, TD, Histology

63

62

65

0.62

Radiomic Features + Previous WBRT

77

69

82

0.76

Radiomic Features + (Previous WBRT, Targeted Systemic Treatment)

67

54

76

0.65

Radiomic Features + (Previous WBRT, Targeted Systemic Treatment, TD)

70

62

76

0.69

Radiomic Features + (Previous WBRT, Targeted Systemic Treatment, TD, Histology)

67

54

76

0.65

Clinical Features + Elongation-Tumour

70

69

71

0.70

Clinical Features + (Elongation-Tumour, T1-GLDM-GLN-Edema)

73

62

83

0.72

Clinical Features + (Elongation-Tumour T1-GLDM-GLN-Edema, T2-GLDM-HGLE-Tumour)

67

54

76

0.65

Clinical Features + (Elongation-Tumour, T1-GLDM-GLN-Edema, T2-GLDM-HGLE-Tumour, T1-GLSZM-LAHGLE-Edema)

67

54

76

0.65