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. 2022 Feb 2;10(2):e30483. doi: 10.2196/30483

Table 5.

Selected attributes using RReliefF.a

Variableb LA_dc score LVEFd score NYHAe score LVIDdf score LVIDsg score LA_Volh score Average rank
Anthropometric parameters

Age 0.198 0.194 0.166 0.142 0.166 0.158 1.000

Gender 0.051 0.037 0.043 0.055 0.058 0.022 12.500

Height 0.057 0.064 0.045 0.075 0.051 0.029 9.167

BSA i 0.075 0.073 0.053 0.095 0.085 0.045 4.167
Risk factors

Smoking 0.063 0.046 0.052 0.032 0.069 0.082 7.500

Presence of hypercholesterolemia 0.072 0.042 0.052 0.039 0.044 0.056 9.667

History of syncope 0.026 0.036 0.029 0.022 0.029 0.048 20.000

Family history of HCM j 0.056 0.060 0.061 0.047 0.052 0.066 5.833

Family history of SCDk 0.027 0.051 0.032 0.031 0.051 0.049 14.667
Clinical, ECGl, and echom parameters

NYHA 0.011 0.017 0.069 0.007 0.027 0.022 33.000

Presence of atrial fibrillation 0.055 0.036 0.048 0.018 0.026 0.068 16.333

QRS duration 0.035 0.046 0.029 0.039 0.026 0.039 17.167

Interventricular septum ( IVS) 0.043 0.052 0.049 0.041 0.057 0.052 8.167

LA_d 0.078 0.037 0.036 0.018 0.031 0.070 15.000

LA_Vol 0.055 0.029 0.026 0.012 0.025 0.059 24.000

LVIDs 0.017 0.022 0.027 0.029 0.043 0.031 25.167

LVIDd 0.021 0.017 0.017 0.036 0.044 0.026 27.667

LVEF 0.018 0.051 0.019 0.014 0.050 0.013 27.833
Genetics

Mutation MYBPC3 0.045 0.041 0.039 0.051 0.052 0.059 9.667

Mutation MYH7 0.037 0.044 0.034 0.040 0.066 0.023 14.667

Negative genetics 0.036 0.037 0.027 0.043 0.030 0.031 18.667

aThe table shows RReliefF feature scores and the average ranks for each target variable.

bNames of the 10 highest-ranked variables are italicized.

cLA_d: left atrial diameter.

dLVEF: left ventricular ejection fraction.

eNYHA: New York Heart Association.

fLVIDd: left ventricular internal diameter at end diastole.

gLVIDs: left ventricular internal diameter at end systole.

hLA_Vol: left atrial volume.

iBSA: body surface area.

jHCM: hypertrophic cardiomyopathy.

kSCD: sudden cardiac death.

lECG: electrocardiogram.

mEcho: echocardiogram.