| Literature DB >> 31781769 |
Sanna Read1, Adelina Comas-Herrera1, Emily Grundy2.
Abstract
OBJECTIVES: To investigate associations between level and changes in social isolation and in memory in older men and women.Entities:
Keywords: Cognition; Longitudinal methods; Social networks; Structural equation models
Mesh:
Year: 2020 PMID: 31781769 PMCID: PMC6963696 DOI: 10.1093/geronb/gbz152
Source DB: PubMed Journal: J Gerontol B Psychol Sci Soc Sci ISSN: 1079-5014 Impact factor: 4.077
Parameter Estimates (Standard Error, SE) for the Full Bivariate Latent Change Score Modelsa Waves 1–6 in ELSA
| Men ( | Women ( | |
|---|---|---|
| Latent change score model | Est. ( | Est. ( |
| Level-to-change model pathsb | ||
| Level social isolation → Change social isolation | −0.09 (0.11) | −0.07 (0.06) |
| Level memory -> Change memory | 0.02 (0.10) | 0.15 (0.11) |
| Level social isolation → Change memory | −0.33 (0.15)* | −0.08 (0.16) |
| Level memory → Change social isolation | −0.14 (0.09) | −0.11 (0.06) |
| Change-to-change model pathsc | ||
| Level social isolation → Change social isolation | −0.17 (0.16) | −0.37 (0.12)** |
| Level memory → Change memory | −0.50 (0.49) | 0.03 (0.19) |
| Level social isolation → Change memory | 0.07 (0.33) | 0.44 (0.25) |
| Level memory → Change social isolation | −0.16 (0.18) | 0.00 (0.08) |
| Change social isolation → Change social isolation | −0.03 (0.36) | 0.97 (0.38)* |
| Change memory → Change memory | 1.55 (1.14) | −0.17 (0.49) |
| Change social isolation → Change memory | −0.78 (1.13) | −2.61 (0.75)** |
| Change memory → Change social isolation | 0.12 (0.48) | −0.23 (0.29) |
Note. −2LL = −2 log likelihood, df = degrees of freedom, AIC = Akaike’s information criterion, BIC = Bayesian information criterion.
aAdjusted for age, education, net wealth quintile, tenure status, smoking, and physical activity from Wave 1 and time-varying variables of limiting long-term illness, depression, and working/doing voluntary work from Waves 1 to 6.
bThe full level-to-change model fit: −2LL = 140,599.01, df = 469, AIC = 282,136, BIC = 285,202 for men; −2LL = 176,112.58, df = 469, AIC = 353,163, BIC = 356,315 for women.
cThe full change-to-change model fit: −2LL = 140,596.49, df = 473, AIC = 282,139, BIC = 285,231 for men; −2LL = 176,095.99, df = 473, AIC = 353,138, BIC = 356,316 for women.
*p < .05. **p < .01. ***p < .001.
Comparison of the Paths in the Latent Change Score Modelsa Waves 1–6 in ELSA
| Men ( | Women ( | |||||||
|---|---|---|---|---|---|---|---|---|
| Latent change score model | Model comp. | ∆−2LL ( | AIC | BIC | Model comp. | ∆−2LL ( | AIC | BIC |
| Level-to-change models: paths set to 0 | ||||||||
| 1. Level social isolation → Change social isolation | 0b vs 1 | 3.12 (1) b | 282,140b | 285,200b | 0c vs 1 | 1.24 (1)c | 353,164c | 356,309c |
| 2. Level memory → Change memory | 1 vs 2 | 0.00 (1) | 282,138 | 285,192 | 1 vs 2 | 1.88 (1) | 353,165 | 356,304 |
| 3. Level social isolation → Change memory | 2 vs 3 | 4.16 (1)* | 282,144 | 285,192 | 2 vs 3 | 3.34 (1) | 353,170 | 356,302 |
| 4. Level memory → Change social isolation | 2 vs 4 | 0.79 (1) | 282,137 | 285,185 | 3 vs 4 | 2.93 (1) | 353,174 | 356,299 |
| Change-to-change models: paths set to 0 | ||||||||
| 1. Level social isolation → Change social isolation | 0d vs 1 | 0.86 (1)d | 282,139d | 285,225d | 0e vs 1 | 8.26 (1)** ,e | 353,152e | 356,324 e |
| 2. Level memory → Change memory | 1 vs 2 | 1.71 (1) | 282,140 | 285,220 | 2 vs 0e | 0.01 (1) | 353,136 | 356,308 |
| 3. Level social isolation → Change memory | 2 vs 3 | 1.97 (1) | 282,142 | 285,215 | 2 vs 3 | 2.81 (1) | 353,140 | 356,305 |
| 4. Level memory → Change social isolation | 3 vs 4 | 1.62 (1) | 282,143 | 285,210 | 3 vs 4 | 0.19 (1) | 353,138 | 356,296 |
| 5. Change social isolation → Change social isolation | 4 vs 5 | 0.16 (1) | 282,141 | 285,202 | 4 vs 5 | 6.60 (1)* | 353,149 | 356,301 |
| 6. Change memory → Change memory | 5 vs 6 | 1.03 (1) | 282,142 | 285,195 | 4 vs 6 | 1.42 (1) | 353,139 | 356,290 |
| 7. Change social isolation → Change memory | 6 vs 7 | 3.09 (1) | 282,144 | 285,193 | 6 vs 7 | 9.96 (1)** | 353,157 | 356,302 |
| 8. Change memory → Change social isolation | 7 vs 8 | 0.16 (1) | 282,144 | 285,185 | 6 vs 8 | 0.09 (1) | 353,148 | 356,292 |
Note. ∆−2LL (df) = difference in −2 log likelihood and degrees of freedom between the nested models, AIC = Akaike’s information criterion, BIC = Bayesian information criterion.
aAdjusted for age, education, net wealth quintile, tenure status, smoking, and physical activity from Wave 1 and time-varying variables of limiting long-term illness, depression, and working/doing voluntary work from Waves 1–6.
bComparison to the full level-to-change model for men: −2LL = 140,599.01, df = 469, AIC = 282,136, BIC = 285,202.
cComparison to the full level-to-change model for women: −2LL = 176,112.58, df = 469, AIC = 353,163, BIC = 356,315.
dComparison to the full change-to-change model for men: −2LL = 140,596.49, df = 473, AIC = 282,139, BIC = 285,231.
eComparison to the full change-to-change model for women: −2LL = 176,095.99, df = 473, AIC = 353,138, BIC = 356,316.
*p < .05. ** p < .01. ***p < .001.
Figure 1.Full bivariate latent change score model for men (N = 5,110). The diagram shows that the level of social isolation predicts the change in memory over the six waves. Only significant level-to-change paths are shown (see Table 1 for the estimates of all paths), paths with no coefficient are fixed to 1, fully adjusted models. The model fit: −2LL = 140,599.01, df = 469, AIC = 282,136, BIC = 285,202. Iso = social isolation, mem = memory. *p < .05, **p < .01, ***p < .001.
Figure 2.Full bivariate latent change score model for women (N = 6,123). The diagram shows that the level and change of social isolation predicts the change in social isolation and the change in social isolation predicts memory over the six waves. Only significant level-to-change and change-to-change paths are shown (see Table 1 for the estimates of all paths), paths with no coefficient are fixed to 1, fully adjusted models. The model fit: −2LL = 176,095.99, df = 473, AIC = 353,138, BIC = 356,316. Iso = social isolation, mem = memory, *p < .05, **p < .01, ***p < .001.