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. 2025 Dec 13;22(1):129–141. doi: 10.1007/s12519-025-01002-5

Table 2.

Formulae for radiomic scoring of the distal femur and proximal tibia

Anatomical site Filters Feature classes Variables Coefficient
The distal femur Intercept Intercept 160.0959
Original Firstorder Mean − 0.1090
Wavelet-H Glrlm GrayLevelNonUniformity 1.0751
Gldm DependenceNonUniformity 0.4234
Wavelet-L Firstorder Mean − 0.1037
Glrlm RunLengthNonUniformity 0.0001
Glszm SizeZoneNonUniformity 0.0365
Ngtdm Complexity 0.5758
The proximal tibia Intercept Intercept 160.0959
Original Shape2D MajorAxisLength 1.8547
MaximumDiameter − 2.4652
Perimeter 1.1009
Firstorder 10Percentile − 1.0655
Range 6.0021
RobustMeanAbsoluteDeviation 1.4276
Variance − 0.0007
Glcm JointAverage − 0.4492
Glcm_SumAverage − 1.072093e-13
Glrlm_ LongRunEmphasis 0.2136
RunLengthNonUniformity 3.8091
ShortRunHighGrayLevelEmphasis 7.7804
Glszm_ LargeAreaEmphasis 0.4598
SmallAreaHighGrayLevelEmphasis 0.1444
Complexity − 4.1813
Wavelet-H Firstorder Variance − 4.5816
Wavelet-L InterquartileRange 0.6352
Median − 2.3973
Minimum 6.3474
Glcm ClusterProminence − 2.8356
Glrlm GrayLevelVariance − 2.3664
LongRunEmphasis 0.5052
RunLengthNonUniformity 0.7373
Glszm GrayLevelVariance − 0.0729
LargeAreaEmphasis 0.2385
SizeZoneNonUniformity 0.2360
Ngtdm Complexity − 0.0861
Gldm DependenceNonUniformity − 1.0041
SmallDependenceHighGrayLevelEmphasis − 0.8489

Formula = Sign(S) × log(∣S∣). S represents the linear combination of the intercept and the sum of the products of coefficients and variables. Sign(S) ensures that the sign of the radiomic score matches the sign of S. Log(∣S∣) is the natural logarithm of the absolute value of S. glrlm gray-level run length matrix, gldm gray-level dependence matrix, glszm gray-level size zone matrix, ngtdm neighborhood gray-tone difference matrix, glcm gray-level co-occurrence matrix