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Supplementary Material/Bayley.CompositeLanguage.Clinical+MRI.Predictors.best

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+Brain.t2Rad.original_glcm_MCC : 0.7033476580229876
+Brain.t2Rad.original_ngtdm_Contrast : 0.6202324703326046
+Brain.t2Rad.original_glcm_Imc1 : 0.6123996487590291
+Brain.t2Rad.original_glszm_HighGrayLevelZoneEmphasis : 0.5417239801964733
+Brain.t2Rad.original_glszm_ZoneEntropy : 0.47508940046810627
+L.Amyg.t1Rad.original_glszm_GrayLevelNonUniformity : 0.430285173336854
+Brain.t2Rad.original_glrlm_RunEntropy : 0.4207334098768198
+Sex : 0.38248539284118444
+Brain.Geom.BoundingBoxLower_x : 0.35279992404712673
+L.Amyg.t1Rad.original_glszm_SizeZoneNonUniformity : 0.3455922953676171
+Brain.t2Rad.original_shape_Maximum2DDiameterColumn : 0.3412313636234606
+R.Amyg.t1Rad.original_shape_Maximum2DDiameterSlice : 0.32441527304944034
+Brain.t2Rad.original_glszm_ZonePercentage : 0.323678648535331
+Brain.t1Rad.original_glszm_ZoneVariance : 0.30998721830523107
+L.Caudate.Geom.Orientation : 0.28123514210957046
+L.Amyg.t1Rad.original_glszm_ZoneVariance : 0.27922495881576137
+GA : 0.278806823880295
+Brain.t2Rad.original_glszm_SmallAreaHighGrayLevelEmphasis : 0.2762771995401949
+R.Putamen.t1Rad.original_firstorder_Kurtosis : 0.27087400830094405
+L.Amyg.t1Rad.original_glrlm_GrayLevelNonUniformity : 0.263869391859173
+L.Caudate.t2Rad.original_glcm_Correlation : 0.2621801280500112
+L.Amyg.t1Rad.original_glrlm_RunEntropy : 0.2603770466324249
+Brain.t2Rad.original_shape_Sphericity : 0.25843881834591825
+R.Pallidus.t1Rad.original_firstorder_Kurtosis : 0.2502854981542696
+R.Amyg.t1Rad.original_glszm_ZoneVariance : 0.2447321255803161
+R.Hipp.t1Rad.original_shape_Sphericity : 0.23807985667031054
+L.Amyg.t1Rad.original_gldm_DependenceVariance : 0.23412865105431016
+R.Amyg.t1Rad.original_shape_Elongation : 0.23371428289207685
+R.Putamen.t2Rad.original_firstorder_Skewness : 0.2247220983097526
+R.Amyg.t1Rad.original_glcm_ClusterShade : 0.217473532951637
+R.Amyg.t1Rad.original_glszm_SmallAreaLowGrayLevelEmphasis : 0.21665803605331405
+L.PLIC.t2Rad.original_glszm_LargeAreaEmphasis : 0.21653228770481137
+L.Pallidus.t1Rad.original_shape_Maximum2DDiameterSlice : 0.20344147655513403
+L.Hipp.t1Rad.original_shape_SurfaceArea : 0.19956632672067914
+L.Caudate.t2Rad.original_firstorder_Kurtosis : 0.19446003767604764
+R.Amyg.t1Rad.original_gldm_SmallDependenceHighGrayLevelEmphasis : 0.18857528854035271
+L.Putamen.t1Rad.original_shape_MajorAxisLength : 0.18602326460533303
+Brain.t1Rad.original_shape_Flatness : 0.18428508230099577
+R.PLIC.t1Rad.original_glszm_SmallAreaLowGrayLevelEmphasis : 0.17904810624522152
+R.Pallidus.t1Rad.original_shape_Maximum2DDiameterColumn : 0.17525198551408053
+Brain.t2Rad.original_glrlm_LongRunLowGrayLevelEmphasis : 0.17270482654305283
+L.Amyg.t1Rad.original_firstorder_Range : 0.16383664674933787
+L.Putamen.t2Rad.original_firstorder_Kurtosis : 0.1552068952396282
+Brain.t2Rad.original_firstorder_InterquartileRange : 0.15421483856988824
+Brain.t2Rad.original_firstorder_Skewness : 0.1466827902230313
+L.Amyg.t2Rad.original_glrlm_ShortRunLowGrayLevelEmphasis : 0.13418789039126633
+R.Amyg.t1Rad.original_ngtdm_Strength : 0.12480339134362776
+R.Amyg.t1Rad.original_glrlm_GrayLevelNonUniformityNormalized : 0.10852098140055644
+R.Amyg.t1Rad.original_glrlm_GrayLevelVariance : 0.10824470258767623

Supplementary Material/Bayley.CompositeLanguage.Clinical.Predictors.best

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+GA : 0.2425222661076365
+Sex : 0.13786812651334557

Supplementary Material/Bayley.CompositeLanguage.MRI.Predictors.best

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+Brain.t2Rad.original_glszm_SmallAreaHighGrayLevelEmphasis : 0.3329208125245171
+Brain.t2Rad.original_glszm_ZonePercentage : 0.2956771141800763
+R.Amyg.t1Rad.original_shape_Maximum2DDiameterSlice : 0.29172457037598215
+Brain.Geom.BoundingBoxLower_x : 0.2795581801807446
+L.Amyg.t1Rad.original_glszm_GrayLevelNonUniformity : 0.27537316217078217
+Brain.t2Rad.original_glrlm_LongRunLowGrayLevelEmphasis : 0.2713350412693869
+Brain.t2Rad.original_glcm_MCC : 0.26581525267128514
+Brain.t2Rad.original_shape_Maximum2DDiameterColumn : 0.2614603452203106
+Brain.t2Rad.original_ngtdm_Contrast : 0.255837285065383
+Brain.t1Rad.original_glszm_ZoneVariance : 0.25240916612929626
+R.Pallidus.t1Rad.original_firstorder_Kurtosis : 0.24694101920500344
+L.Amyg.t1Rad.original_glrlm_RunEntropy : 0.24542281697194887
+R.Putamen.t1Rad.original_firstorder_Kurtosis : 0.2408253881814621
+Brain.t2Rad.original_glszm_ZoneEntropy : 0.23443784932411355
+L.Putamen.t2Rad.original_firstorder_Kurtosis : 0.23164464540600943
+L.Pallidus.t1Rad.original_shape_Maximum2DDiameterSlice : 0.22928549341194296
+L.Amyg.t1Rad.original_gldm_DependenceVariance : 0.21411770463996666
+R.Pallidus.t1Rad.original_shape_Maximum2DDiameterColumn : 0.21198169649269827
+L.Amyg.t1Rad.original_glszm_ZoneVariance : 0.21065208397102347
+R.Amyg.t1Rad.original_glszm_ZoneVariance : 0.2095958587465007
+L.Caudate.t2Rad.original_glcm_Correlation : 0.2046427913113618
+R.Hipp.t1Rad.original_shape_Sphericity : 0.1997269336057675
+L.Caudate.Geom.Orientation : 0.1944138238849553
+R.Putamen.t2Rad.original_firstorder_Skewness : 0.1926557534978873
+R.Amyg.t1Rad.original_gldm_SmallDependenceHighGrayLevelEmphasis : 0.19226615139856337
+L.Hipp.t1Rad.original_shape_SurfaceArea : 0.18195636038785612
+Brain.t2Rad.original_firstorder_Skewness : 0.17898508671067098
+L.Amyg.t1Rad.original_glrlm_GrayLevelNonUniformity : 0.1740360238764958
+L.Amyg.t1Rad.original_glszm_LargeAreaHighGrayLevelEmphasis : 0.16859349337733895
+L.Amyg.t2Rad.original_glrlm_ShortRunLowGrayLevelEmphasis : 0.16683571877401754
+Brain.t2Rad.original_glcm_Imc1 : 0.1648177713686595
+R.PLIC.t1Rad.original_glszm_SmallAreaLowGrayLevelEmphasis : 0.16153898522182827
+Brain.t1Rad.original_shape_Flatness : 0.16083677078556208
+L.Putamen.t1Rad.original_shape_MajorAxisLength : 0.15956198891974027
+L.Caudate.t2Rad.original_firstorder_Kurtosis : 0.15420693203043884
+Brain.t2Rad.original_shape_Sphericity : 0.1540066094831594
+R.Amyg.t1Rad.original_shape_Elongation : 0.153078160103931
+R.Amyg.t1Rad.original_glszm_SmallAreaLowGrayLevelEmphasis : 0.15143652981737915
+L.Amyg.t1Rad.original_firstorder_Range : 0.14969490362559768
+R.Amyg.t1Rad.original_glcm_ClusterShade : 0.1478137924726121
+Brain.t2Rad.original_glrlm_RunEntropy : 0.14113385456219463
+R.Amyg.t1Rad.original_glrlm_ShortRunEmphasis : 0.1358547644257463
+L.Amyg.t1Rad.original_glszm_SizeZoneNonUniformity : 0.1301912780015036
+L.PLIC.t2Rad.original_glszm_LargeAreaEmphasis : 0.12586044135751237
+R.Amyg.t1Rad.original_glrlm_GrayLevelNonUniformityNormalized : 0.11514690226732961
+R.Amyg.t1Rad.original_glrlm_GrayLevelVariance : 0.115091764668865
+Brain.t2Rad.original_glszm_HighGrayLevelZoneEmphasis : 0.10721698365312396
+Brain.t2Rad.original_firstorder_InterquartileRange : 0.10279251888385783
+R.Amyg.t1Rad.original_ngtdm_Strength : 0.08511958041808187