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Table 1 RIF-UQR regression results of the factors influencing CFCOA

From: Influencing factors, gender differences and the decomposition of inequalities in cognitive function in Chinese older adults: a population-based cohort study

Characteristics/Variables (Reference group)

Model 1a

Model 2b

Model 3b

Model 4b

OLS

P-value

Q25

P-value

Q50

P-value

Q75

P-value

Gender (Females)

0.793**

≤ 0.001

1.228**

≤ 0.001

0.838**

≤ 0.001

0.585**

≤ 0.001

Age

-0.097**

≤ 0.001

-0.122**

≤ 0.001

-0.101**

≤ 0.001

-0.078**

≤ 0.001

BMI (Normal: 18.5 ≤ BMI < 24)

 Light (12 ≤ BMI < 18.5)

-0.434*

0.027

-0.765*

0.046

-0.566

0.057

-0.367

0.125

 Heavy (24 ≤ BMI < 28)

0.108

0.365

0.115

0.589

0.308

0.093

0.085

0.590

 Obese (28 ≤ BMI ≤ 60)

0.244

0.262

0.322

0.392

0.608

0.069

0.360

0.197

Waist

0.007

0.320

0.007

0.621

-0.007

0.556

-0.006

0.515

Subjective health (Poor)

 Moderate

0.280**

0.005

0.121

0.521

0.475**

0.003

0.314*

0.012

 Excellent

0.318*

0.016

0.134

0.554

0.493*

0.017

0.163

0.342

Marital status (Not in marriage)

0.190

0.127

0.630**

0.005

0.328

0.079

0.010

0.950

Smoking (Never)

 Former

-0.373**

0.005

-0.589*

0.014

-0.242

0.256

-0.217

0.252

 Long-term/Current

-0.475**

≤ 0.001

-0.633**

0.007

-0.614**

0.002

-0.313

0.067

Drinking (Never)

 Less than once a month

0.013

0.928

0.420

0.096

0.076

0.735

-0.298

0.140

 More than once a month

-0.003

0.981

0.026

0.900

-0.050

0.788

-0.035

0.822

Education (No formal education)

 Elementary school or below

2.825**

≤ 0.001

4.594**

≤ 0.001

3.174**

≤ 0.001

1.453**

≤ 0.001

 Junior high school or above

4.110**

≤ 0.001

5.514**

≤ 0.001

4.798**

≤ 0.001

3.264**

≤ 0.001

Social interaction (Inactive)

0.649**

≤ 0.001

0.770**

≤ 0.001

0.787**

≤ 0.001

0.591**

≤ 0.001

Physical activity (Inactive)

 Low to moderately active

0.879**

≤ 0.001

1.445**

≤ 0.001

1.044**

≤ 0.001

0.578**

≤ 0.001

 Highly active

0.817**

≤ 0.001

1.435**

≤ 0.001

1.070**

≤ 0.001

0.431*

0.036

Family size (Small: 1 to 2)

 Medium (3 to 4)

-0.076

0.460

0.093

0.613

-0.221

0.137

-0.070

0.599

 Large (5 or more)

-0.097

0.418

-0.064

0.765

-0.097

0.602

-0.164

0.295

Family socioeconomic status (Low)

 Relatively low

0.028

0.829

0.295

0.219

0.109

0.595

-0.049

0.773

 Relatively high

-0.242

0.088

-0.312

0.267

-0.287

0.213

-0.171

0.358

 High

-0.165

0.175

-0.157

0.484

-0.104

0.598

-0.214

0.173

Hukou (Agricultural hukou)

0.540**

≤ 0.001

-0.082

0.746

0.783**

0.008

0.991**

≤ 0.001

Constants

12.122**

≤ 0.001

9.681**

≤ 0.001

13.244**

≤ 0.001

16.284**

≤ 0.001

Work status FE

Yes

Yes

Yes

Yes

Community FE

Yes

Yes

Yes

Yes

Interviewed FE

Yes

Yes

Yes

Yes

Adjusted R-squared

0.396

0.261

0.279

0.234

RMSE

2.673

4.855

4.113

3.522

Average RIF

—

8.345

10.973

13.258

Observations

4821

4821

4821

4821

  1. CFCOA, cognitive function in Chinese older adults; BMI, body mass index; FE: fixed effect; RMSE, Root mean squared error; RIF, recentered influence function; UQR, unconditional quantile regression; OLS, ordinary least squares.
  2. a Model 1 was estimated using OLS regression.
  3. b Models 2 to 4 were estimated using RIF-UQR.
  4. Standard errors and P-values for all models were obtained using bootstrap methods with 500 replications.
  5. *P < 0.05, **P < 0.01.