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Table 2 Multi-level mixed linear modeling of older adults’ cognitive function with individual and city indicators by TLSA 1999–2015

From: Individual and environmental factors associated with cognitive function in older people: a longitudinal multilevel analysis

Variables

B (SE)

95% C.I

Fixed effects

 

Individual-level

 

Intercept

9.799 (0.573)***

8.677

10.9216

Sex (male)

0.144 (0.104)

-0.059

0.347

Work (yes)

0.294 (0.097)**

0.103

0.485

Ethnicity (Hakka)

0.115 (0.119)

-0.118

0.348

Ethnicity (mainlander)

0.091 (0.168)

-0.238

0.420

Ethnicity (others)

-1.361 (0.332)***

-2.013

-0.709

Age (ordinal)

-0.205 90.032)***

-0.267

-0.143

Education (ordinal)

0.631 (0.045)***

0.543

0.720

Self-rated health

0.174 (0.044)***

0.087

0.260

IADL disability

-0.231 (0.052)***

-0.333

-0.128

Contact outside households

0.016 (0.039)

-0.060

0.093

Stress

-0.039 (0.022)

-0.081

0.004

Receiving emotional support

0.100 (0.020)***

0.062

0.139

Economic satisfaction

0.176 (0.049)***

0.080

0.272

Religiousness

0.031 (0.011)**

0.010

0.052

Time

0.002 (0.061)

-0.118

0.121

Sex (male)*time

-0.010 (0.008)

-0.026

0.006

Work (yes) *time

-0.012 (0.009)

-0.031

0.006

Ethnicity (Hakka) *time

-0.024 (0.009)*

-0.042

-0.006

Ethnicity (mainlander) *time

0.018 (0.014)

-0.009

0.045

Ethnicity (others) *time

0.001 (0.027)*

-0.053

0.054

Age (ordinal) *time

-0.025 (0.003)***

-0.030

-0.020

Education (ordinal) *time

0.011 (0.004)**

0.005

0.0184

Self-rated health

-0.006 (0.004)

-0.015

0.002

IADL disability number*time

-0.005 (0.004)

-0.013

0.002

Contact outside households*time

0.015 (0.004)***

0.007

0.022

Stress*time

0.004 (0.002)

-0.001

0.008

Receiving emotional support*time

-0.003 (0.001)

-0.006

0.001

Economic satisfaction*time

-0.009 (0.005)

-0.019

1.506E-5

Religiousness*time

0.0004 (0.001)

-0.002

0.002

City-level indicators

 

Population density

0.009 (0.003)**

0.003

0.015

Median income

-0.009 (0.006)

-0.021

0.002

Unemployment

-0.056 (0.041)

-0.137

0.026

Population density*time

-0.0004 (0.0002)

-0.001

2.244E-5

Median income*time

0.001 (0.005)

1.167E-6

0.002

Unemployment*time

0.007 (0.009)

-0.011

0.024

Random effect

 

Repeated

3.261 (0.056)

  

Intercept (city)

1.717 (0.078)

  

Model fit

-2 log likelihood

42,501.360

  

AIC

42,595.360

  

BIC

42,609.737

  
  1. Note: Observations = 12,040. AIC: Akaike’s Information Criterion; BIC: Schwarz’s Bayesian Criterion. Reference groups: sex (female), work (no), ethnicity (Fuchien); other variables are ordinal or continuous. p < 0.1, *p < 0.05, **p < 0.001, ***p < 0.001