Odds of High-Risk CRP Levels From Random Effect Logistic Regression Models for Women in the 2006–2016 HRS
Characteristic . | Model 1 . | Model 2 . | Model 3 . | Model 4 . |
---|---|---|---|---|
Sociodemographic background | ||||
Age | 0.97* (0.95–1.00) | 0.96** (0.94–0.99) | 0.95*** (0.93–0.98) | 0.96*** (0.94–0.98) |
Lives in the South | 1.41 (0.94–2.11) | 1.38 (0.91–2.09) | 1.36 (0.91–2.04) | 1.38 (0.93–2.04) |
Rural residence | 1.06 (0.71–1.60) | 1.05 (0.69–1.61) | 1.01 (0.67–1.54) | 0.96 (0.65–1.44) |
Education | ||||
High school/GED (ref) | Reference | Reference | Reference | Reference |
Less than HS | 0.59 (0.34–1.02) | 0.60 (0.34–1.04) | 0.60 (0.35–1.03) | 0.61 (0.36–1.03) |
Some college or more | 0.74 (0.47–1.16) | 0.70 (0.44–1.13) | 0.71 (0.45–1.13) | 0.74 (0.47–1.16) |
Household income | ||||
> $55,000 (ref) | Reference | Reference | Reference | Reference |
≤ $13,000 | 1.36 (0.77–2.39) | 1.40 (0.75–2.63) | 1.32 (0.72–2.45) | 1.20 (0.66–2.20) |
$13,001–$27,000 | 1.26 (0.75–2.12) | 1.33 (0.76–2.34) | 1.29 (0.75–2.25) | 1.17 (0.68–2.00) |
$27,001–$55,000 | 1.13 (0.68–1.86) | 1.18 (0.70–1.97) | 1.13 (0.68–1.88) | 1.12 (0.68–1.84) |
Insurance status | ||||
Insured | Reference | Reference | Reference | Reference |
Medicaid | 1.85** (1.14–3.00) | 2.06** (1.25–3.40) | 2.01** (1.23–3.29) | 1.91** (1.19–3.06) |
Uninsured | 1.12 (0.64–1.95) | 1.16 (0.65–2.06) | 1.25 (0.71–2.20) | 1.47 (0.84–2.56) |
Psychosocial factors | ||||
Marital status | ||||
Married | Reference | Reference | Reference | |
Never married | 0.97 (0.50–1.89) | 1.06 (0.55–2.02) | 1.11 (0.60–2.09) | |
Divorced/separated | 1.14 (0.68–1.89) | 1.17 (0.71–1.91) | 1.16 (0.72–1.88) | |
Widowed | 1.22 (0.71–2.12) | 1.27 (0.74–2.18) | 1.30 (0.77–2.21) | |
Depressive symptoms | 0.98 (0.89-1.07) | 0.97 (0.88–1.06) | 0.94 (0.86–1.03) | |
Chronic stress | 0.94 (0.85–1.04) | 0.94 (0.86–1.04) | 0.93 (0.84–1.02) | |
Financial difficulties | 0.94 (0.79–1.12) | 0.94 (0.79–1.11) | 0.92 (0.78–1.09) | |
Everyday discrimination | 1.06 (0.85–1.32) | 1.06 (0.86–1.31) | 1.07 (0.87-1.31) | |
Neighborhood disorder | 0.94 (0.81–1.09) | 0.95 (0.82–1.10) | 0.95 (0.82–1.09) | |
Poor neighborhood cohesion | 1.05 (0.90–1.21) | 1.04 (0.90–1.21) | 1.04 (0.91–1.21) | |
Social support | 1.27 (0.91–1.78) | 1.30 (0.94–1.80) | 1.20 (0.88–1.65) | |
Mastery | 0.76*** (0.66–0.89) | 0.78*** (0.67–0.90) | 0.81** (0.70–0.94) | |
Religiosity/spirituality | 1.23** (1.06–1.43) | 1.20* (1.03–1.40) | 1.20* (1.03–1.39) | |
Sense of purpose | 1.15 (0.93–1.43) | 1.19 (0.96–1.48) | 1.20 (0.97–1.48) | |
Behavioral factors | ||||
Smoking | ||||
Never smoked (ref) | Reference | Reference | ||
Past smoking | 1.57* (1.02–2.42) | 1.42 (0.93–2.17) | ||
Current smoking | 0.81 (0.47–1.39) | 0.87 (0.51–1.47) | ||
Alcohol consumption | ||||
No consumption | 1.61* (1.04–2.49) | 1.48 (0.97–2.27) | ||
Moderate consumption (ref) | Reference | Reference | ||
Heavy consumption | 0.99 (0.43–2.27) | 1.05 (0.46–2.38) | ||
Physical inactivity | 1.77** (1.20-2.60) | 1.56* (1.07–2.28) | ||
Health-related factors | ||||
Overweight/obese | 4.40*** (2.64–7.34) | |||
Activities of daily living | 1.68* (1.07–2.64) | |||
Cholesterol medication use | 0.74 (0.51–1.08) | |||
Chronic conditions | 1.15 (0.98–1.36) | |||
Log pseudolikelihood | −1,506.98 | −1,494.55 | −1,483.84 | −1,457.73 |
Wald Chi-squared | 22.91** | 41.20** | 56.88*** | 85.07*** |
Rho (SE) | 0.69 (0.04) | 0.70 (0.04) | 0.69 (0.04) | 0.67 (0.04) |
Characteristic . | Model 1 . | Model 2 . | Model 3 . | Model 4 . |
---|---|---|---|---|
Sociodemographic background | ||||
Age | 0.97* (0.95–1.00) | 0.96** (0.94–0.99) | 0.95*** (0.93–0.98) | 0.96*** (0.94–0.98) |
Lives in the South | 1.41 (0.94–2.11) | 1.38 (0.91–2.09) | 1.36 (0.91–2.04) | 1.38 (0.93–2.04) |
Rural residence | 1.06 (0.71–1.60) | 1.05 (0.69–1.61) | 1.01 (0.67–1.54) | 0.96 (0.65–1.44) |
Education | ||||
High school/GED (ref) | Reference | Reference | Reference | Reference |
Less than HS | 0.59 (0.34–1.02) | 0.60 (0.34–1.04) | 0.60 (0.35–1.03) | 0.61 (0.36–1.03) |
Some college or more | 0.74 (0.47–1.16) | 0.70 (0.44–1.13) | 0.71 (0.45–1.13) | 0.74 (0.47–1.16) |
Household income | ||||
> $55,000 (ref) | Reference | Reference | Reference | Reference |
≤ $13,000 | 1.36 (0.77–2.39) | 1.40 (0.75–2.63) | 1.32 (0.72–2.45) | 1.20 (0.66–2.20) |
$13,001–$27,000 | 1.26 (0.75–2.12) | 1.33 (0.76–2.34) | 1.29 (0.75–2.25) | 1.17 (0.68–2.00) |
$27,001–$55,000 | 1.13 (0.68–1.86) | 1.18 (0.70–1.97) | 1.13 (0.68–1.88) | 1.12 (0.68–1.84) |
Insurance status | ||||
Insured | Reference | Reference | Reference | Reference |
Medicaid | 1.85** (1.14–3.00) | 2.06** (1.25–3.40) | 2.01** (1.23–3.29) | 1.91** (1.19–3.06) |
Uninsured | 1.12 (0.64–1.95) | 1.16 (0.65–2.06) | 1.25 (0.71–2.20) | 1.47 (0.84–2.56) |
Psychosocial factors | ||||
Marital status | ||||
Married | Reference | Reference | Reference | |
Never married | 0.97 (0.50–1.89) | 1.06 (0.55–2.02) | 1.11 (0.60–2.09) | |
Divorced/separated | 1.14 (0.68–1.89) | 1.17 (0.71–1.91) | 1.16 (0.72–1.88) | |
Widowed | 1.22 (0.71–2.12) | 1.27 (0.74–2.18) | 1.30 (0.77–2.21) | |
Depressive symptoms | 0.98 (0.89-1.07) | 0.97 (0.88–1.06) | 0.94 (0.86–1.03) | |
Chronic stress | 0.94 (0.85–1.04) | 0.94 (0.86–1.04) | 0.93 (0.84–1.02) | |
Financial difficulties | 0.94 (0.79–1.12) | 0.94 (0.79–1.11) | 0.92 (0.78–1.09) | |
Everyday discrimination | 1.06 (0.85–1.32) | 1.06 (0.86–1.31) | 1.07 (0.87-1.31) | |
Neighborhood disorder | 0.94 (0.81–1.09) | 0.95 (0.82–1.10) | 0.95 (0.82–1.09) | |
Poor neighborhood cohesion | 1.05 (0.90–1.21) | 1.04 (0.90–1.21) | 1.04 (0.91–1.21) | |
Social support | 1.27 (0.91–1.78) | 1.30 (0.94–1.80) | 1.20 (0.88–1.65) | |
Mastery | 0.76*** (0.66–0.89) | 0.78*** (0.67–0.90) | 0.81** (0.70–0.94) | |
Religiosity/spirituality | 1.23** (1.06–1.43) | 1.20* (1.03–1.40) | 1.20* (1.03–1.39) | |
Sense of purpose | 1.15 (0.93–1.43) | 1.19 (0.96–1.48) | 1.20 (0.97–1.48) | |
Behavioral factors | ||||
Smoking | ||||
Never smoked (ref) | Reference | Reference | ||
Past smoking | 1.57* (1.02–2.42) | 1.42 (0.93–2.17) | ||
Current smoking | 0.81 (0.47–1.39) | 0.87 (0.51–1.47) | ||
Alcohol consumption | ||||
No consumption | 1.61* (1.04–2.49) | 1.48 (0.97–2.27) | ||
Moderate consumption (ref) | Reference | Reference | ||
Heavy consumption | 0.99 (0.43–2.27) | 1.05 (0.46–2.38) | ||
Physical inactivity | 1.77** (1.20-2.60) | 1.56* (1.07–2.28) | ||
Health-related factors | ||||
Overweight/obese | 4.40*** (2.64–7.34) | |||
Activities of daily living | 1.68* (1.07–2.64) | |||
Cholesterol medication use | 0.74 (0.51–1.08) | |||
Chronic conditions | 1.15 (0.98–1.36) | |||
Log pseudolikelihood | −1,506.98 | −1,494.55 | −1,483.84 | −1,457.73 |
Wald Chi-squared | 22.91** | 41.20** | 56.88*** | 85.07*** |
Rho (SE) | 0.69 (0.04) | 0.70 (0.04) | 0.69 (0.04) | 0.67 (0.04) |
Notes: HS = high school; GED = general education diploma; CRP = C-reactive protein. Model 1 is adjusted for sociodemographic characteristics; Model 2 adjusts for psychosocial factors; Model 3 adjusts for behavioral factors; Model 4 adjusts for health-related factors. *p <.05, **p <.01, ***p <.001.
Odds of High-Risk CRP Levels From Random Effect Logistic Regression Models for Women in the 2006–2016 HRS
Characteristic . | Model 1 . | Model 2 . | Model 3 . | Model 4 . |
---|---|---|---|---|
Sociodemographic background | ||||
Age | 0.97* (0.95–1.00) | 0.96** (0.94–0.99) | 0.95*** (0.93–0.98) | 0.96*** (0.94–0.98) |
Lives in the South | 1.41 (0.94–2.11) | 1.38 (0.91–2.09) | 1.36 (0.91–2.04) | 1.38 (0.93–2.04) |
Rural residence | 1.06 (0.71–1.60) | 1.05 (0.69–1.61) | 1.01 (0.67–1.54) | 0.96 (0.65–1.44) |
Education | ||||
High school/GED (ref) | Reference | Reference | Reference | Reference |
Less than HS | 0.59 (0.34–1.02) | 0.60 (0.34–1.04) | 0.60 (0.35–1.03) | 0.61 (0.36–1.03) |
Some college or more | 0.74 (0.47–1.16) | 0.70 (0.44–1.13) | 0.71 (0.45–1.13) | 0.74 (0.47–1.16) |
Household income | ||||
> $55,000 (ref) | Reference | Reference | Reference | Reference |
≤ $13,000 | 1.36 (0.77–2.39) | 1.40 (0.75–2.63) | 1.32 (0.72–2.45) | 1.20 (0.66–2.20) |
$13,001–$27,000 | 1.26 (0.75–2.12) | 1.33 (0.76–2.34) | 1.29 (0.75–2.25) | 1.17 (0.68–2.00) |
$27,001–$55,000 | 1.13 (0.68–1.86) | 1.18 (0.70–1.97) | 1.13 (0.68–1.88) | 1.12 (0.68–1.84) |
Insurance status | ||||
Insured | Reference | Reference | Reference | Reference |
Medicaid | 1.85** (1.14–3.00) | 2.06** (1.25–3.40) | 2.01** (1.23–3.29) | 1.91** (1.19–3.06) |
Uninsured | 1.12 (0.64–1.95) | 1.16 (0.65–2.06) | 1.25 (0.71–2.20) | 1.47 (0.84–2.56) |
Psychosocial factors | ||||
Marital status | ||||
Married | Reference | Reference | Reference | |
Never married | 0.97 (0.50–1.89) | 1.06 (0.55–2.02) | 1.11 (0.60–2.09) | |
Divorced/separated | 1.14 (0.68–1.89) | 1.17 (0.71–1.91) | 1.16 (0.72–1.88) | |
Widowed | 1.22 (0.71–2.12) | 1.27 (0.74–2.18) | 1.30 (0.77–2.21) | |
Depressive symptoms | 0.98 (0.89-1.07) | 0.97 (0.88–1.06) | 0.94 (0.86–1.03) | |
Chronic stress | 0.94 (0.85–1.04) | 0.94 (0.86–1.04) | 0.93 (0.84–1.02) | |
Financial difficulties | 0.94 (0.79–1.12) | 0.94 (0.79–1.11) | 0.92 (0.78–1.09) | |
Everyday discrimination | 1.06 (0.85–1.32) | 1.06 (0.86–1.31) | 1.07 (0.87-1.31) | |
Neighborhood disorder | 0.94 (0.81–1.09) | 0.95 (0.82–1.10) | 0.95 (0.82–1.09) | |
Poor neighborhood cohesion | 1.05 (0.90–1.21) | 1.04 (0.90–1.21) | 1.04 (0.91–1.21) | |
Social support | 1.27 (0.91–1.78) | 1.30 (0.94–1.80) | 1.20 (0.88–1.65) | |
Mastery | 0.76*** (0.66–0.89) | 0.78*** (0.67–0.90) | 0.81** (0.70–0.94) | |
Religiosity/spirituality | 1.23** (1.06–1.43) | 1.20* (1.03–1.40) | 1.20* (1.03–1.39) | |
Sense of purpose | 1.15 (0.93–1.43) | 1.19 (0.96–1.48) | 1.20 (0.97–1.48) | |
Behavioral factors | ||||
Smoking | ||||
Never smoked (ref) | Reference | Reference | ||
Past smoking | 1.57* (1.02–2.42) | 1.42 (0.93–2.17) | ||
Current smoking | 0.81 (0.47–1.39) | 0.87 (0.51–1.47) | ||
Alcohol consumption | ||||
No consumption | 1.61* (1.04–2.49) | 1.48 (0.97–2.27) | ||
Moderate consumption (ref) | Reference | Reference | ||
Heavy consumption | 0.99 (0.43–2.27) | 1.05 (0.46–2.38) | ||
Physical inactivity | 1.77** (1.20-2.60) | 1.56* (1.07–2.28) | ||
Health-related factors | ||||
Overweight/obese | 4.40*** (2.64–7.34) | |||
Activities of daily living | 1.68* (1.07–2.64) | |||
Cholesterol medication use | 0.74 (0.51–1.08) | |||
Chronic conditions | 1.15 (0.98–1.36) | |||
Log pseudolikelihood | −1,506.98 | −1,494.55 | −1,483.84 | −1,457.73 |
Wald Chi-squared | 22.91** | 41.20** | 56.88*** | 85.07*** |
Rho (SE) | 0.69 (0.04) | 0.70 (0.04) | 0.69 (0.04) | 0.67 (0.04) |
Characteristic . | Model 1 . | Model 2 . | Model 3 . | Model 4 . |
---|---|---|---|---|
Sociodemographic background | ||||
Age | 0.97* (0.95–1.00) | 0.96** (0.94–0.99) | 0.95*** (0.93–0.98) | 0.96*** (0.94–0.98) |
Lives in the South | 1.41 (0.94–2.11) | 1.38 (0.91–2.09) | 1.36 (0.91–2.04) | 1.38 (0.93–2.04) |
Rural residence | 1.06 (0.71–1.60) | 1.05 (0.69–1.61) | 1.01 (0.67–1.54) | 0.96 (0.65–1.44) |
Education | ||||
High school/GED (ref) | Reference | Reference | Reference | Reference |
Less than HS | 0.59 (0.34–1.02) | 0.60 (0.34–1.04) | 0.60 (0.35–1.03) | 0.61 (0.36–1.03) |
Some college or more | 0.74 (0.47–1.16) | 0.70 (0.44–1.13) | 0.71 (0.45–1.13) | 0.74 (0.47–1.16) |
Household income | ||||
> $55,000 (ref) | Reference | Reference | Reference | Reference |
≤ $13,000 | 1.36 (0.77–2.39) | 1.40 (0.75–2.63) | 1.32 (0.72–2.45) | 1.20 (0.66–2.20) |
$13,001–$27,000 | 1.26 (0.75–2.12) | 1.33 (0.76–2.34) | 1.29 (0.75–2.25) | 1.17 (0.68–2.00) |
$27,001–$55,000 | 1.13 (0.68–1.86) | 1.18 (0.70–1.97) | 1.13 (0.68–1.88) | 1.12 (0.68–1.84) |
Insurance status | ||||
Insured | Reference | Reference | Reference | Reference |
Medicaid | 1.85** (1.14–3.00) | 2.06** (1.25–3.40) | 2.01** (1.23–3.29) | 1.91** (1.19–3.06) |
Uninsured | 1.12 (0.64–1.95) | 1.16 (0.65–2.06) | 1.25 (0.71–2.20) | 1.47 (0.84–2.56) |
Psychosocial factors | ||||
Marital status | ||||
Married | Reference | Reference | Reference | |
Never married | 0.97 (0.50–1.89) | 1.06 (0.55–2.02) | 1.11 (0.60–2.09) | |
Divorced/separated | 1.14 (0.68–1.89) | 1.17 (0.71–1.91) | 1.16 (0.72–1.88) | |
Widowed | 1.22 (0.71–2.12) | 1.27 (0.74–2.18) | 1.30 (0.77–2.21) | |
Depressive symptoms | 0.98 (0.89-1.07) | 0.97 (0.88–1.06) | 0.94 (0.86–1.03) | |
Chronic stress | 0.94 (0.85–1.04) | 0.94 (0.86–1.04) | 0.93 (0.84–1.02) | |
Financial difficulties | 0.94 (0.79–1.12) | 0.94 (0.79–1.11) | 0.92 (0.78–1.09) | |
Everyday discrimination | 1.06 (0.85–1.32) | 1.06 (0.86–1.31) | 1.07 (0.87-1.31) | |
Neighborhood disorder | 0.94 (0.81–1.09) | 0.95 (0.82–1.10) | 0.95 (0.82–1.09) | |
Poor neighborhood cohesion | 1.05 (0.90–1.21) | 1.04 (0.90–1.21) | 1.04 (0.91–1.21) | |
Social support | 1.27 (0.91–1.78) | 1.30 (0.94–1.80) | 1.20 (0.88–1.65) | |
Mastery | 0.76*** (0.66–0.89) | 0.78*** (0.67–0.90) | 0.81** (0.70–0.94) | |
Religiosity/spirituality | 1.23** (1.06–1.43) | 1.20* (1.03–1.40) | 1.20* (1.03–1.39) | |
Sense of purpose | 1.15 (0.93–1.43) | 1.19 (0.96–1.48) | 1.20 (0.97–1.48) | |
Behavioral factors | ||||
Smoking | ||||
Never smoked (ref) | Reference | Reference | ||
Past smoking | 1.57* (1.02–2.42) | 1.42 (0.93–2.17) | ||
Current smoking | 0.81 (0.47–1.39) | 0.87 (0.51–1.47) | ||
Alcohol consumption | ||||
No consumption | 1.61* (1.04–2.49) | 1.48 (0.97–2.27) | ||
Moderate consumption (ref) | Reference | Reference | ||
Heavy consumption | 0.99 (0.43–2.27) | 1.05 (0.46–2.38) | ||
Physical inactivity | 1.77** (1.20-2.60) | 1.56* (1.07–2.28) | ||
Health-related factors | ||||
Overweight/obese | 4.40*** (2.64–7.34) | |||
Activities of daily living | 1.68* (1.07–2.64) | |||
Cholesterol medication use | 0.74 (0.51–1.08) | |||
Chronic conditions | 1.15 (0.98–1.36) | |||
Log pseudolikelihood | −1,506.98 | −1,494.55 | −1,483.84 | −1,457.73 |
Wald Chi-squared | 22.91** | 41.20** | 56.88*** | 85.07*** |
Rho (SE) | 0.69 (0.04) | 0.70 (0.04) | 0.69 (0.04) | 0.67 (0.04) |
Notes: HS = high school; GED = general education diploma; CRP = C-reactive protein. Model 1 is adjusted for sociodemographic characteristics; Model 2 adjusts for psychosocial factors; Model 3 adjusts for behavioral factors; Model 4 adjusts for health-related factors. *p <.05, **p <.01, ***p <.001.
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