Table 4 Logistic regression coefficients for variables selected by Lasso algorithm in standard and simplified groups.

From: Data-driven prediction of cardiovascular and cerebrovascular diseases in a nationwide study

 

Standard

Simplified

CBVD

Stroke

CH

IHD

AMI

CBVD

Stroke

CH

IHD

AMI

Gender

-0.216

0.018

0.010

0.212

0.549

-0.046

0.190

0.139

0.234

0.692

Age

0.072

0.077

0.055

0.059

0.076

0.080

0.085

0.060

0.068

0.073

High BMI

0.019

0.036

0.042

0.042

-

0.023

0.023

0.010

0.064

0.047

High SBP

0.009

0.014

0.023

0.005

0.026

0.003

0.007

0.008

0.001

-

High DBP

0.005

0.007

0.031

0.013

0.006

0.008

0.010

0.022

0.006

0.013

Low HGB

-

-

0.381

-

-

-

0.023

0.172

-

-

High FBS

0.001

0.002

-

0.001

0.007

0.002

0.003

0.001

0.002

0.005

Low HDL

0.004

0.003

-

0.009

0.026

0.005

0.005

0.003

0.011

0.023

High SGOT

0.002

0.002

0.002

-

-

-

0.000

0.002

-

-

High SGPT

-

0.000

-

-

-

0.000

0.001

-

-

-

High GGT

0.001

0.002

0.003

-

-

0.001

0.001

0.002

-

-

High CRTN

-

-

-

-

-

0.032

0.031

0.064

-

-

Low eGFR

0.022

0.019

0.037

-

-

0.006

0.007

0.010

0.013

0.024

Dipstick test

-

-

0.113

0.070

-

0.088

0.105

0.149

0.084

0.024

Smoker

0.055

0.094

0.113

0.044

0.507

-

0.015

0.006

0.059

0.244

High risk drinker

0.089

0.180

0.294

-

-

0.028

0.064

0.135

-

-

Family history: stroke

0.405

0.391

0.591

0.227

-

0.445

0.506

0.354

0.230

0.170

Family history: heart disease

0.152

0.361

-

0.334

0.610

0.059

0.083

-

0.606

0.622

Family history: hypertension

0.059

0.200

-

0.172

-

0.192

0.215

0.200

0.247

0.153

Constant

-7.331

-8.629

-9.531

-7.092

-11.936

-7.386

-8.536

-8.629

-7.093

-10.689

  1. Abbreviations are in accordance with those found in Tables 2 and 4. Variables not selected by the Lasso algorithm in any case are excluded from this table.