Table 2.

Odds of High-Risk CRP Levels From Random Effect Logistic Regression Models for Women in the 2006–2016 HRS

CharacteristicModel 1Model 2Model 3Model 4
Sociodemographic background
Age0.97* (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 South1.41 (0.94–2.11)1.38 (0.91–2.09)1.36 (0.91–2.04)1.38 (0.93–2.04)
Rural residence1.06 (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)ReferenceReferenceReferenceReference
 Less than HS0.59 (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 more0.74 (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)ReferenceReferenceReferenceReference
 ≤ $13,0001.36 (0.77–2.39)1.40 (0.75–2.63)1.32 (0.72–2.45)1.20 (0.66–2.20)
 $13,001–$27,0001.26 (0.75–2.12)1.33 (0.76–2.34)1.29 (0.75–2.25)1.17 (0.68–2.00)
 $27,001–$55,0001.13 (0.68–1.86)1.18 (0.70–1.97)1.13 (0.68–1.88)1.12 (0.68–1.84)
Insurance status
 InsuredReferenceReferenceReferenceReference
 Medicaid1.85** (1.14–3.00)2.06** (1.25–3.40)2.01** (1.23–3.29)1.91** (1.19–3.06)
 Uninsured1.12 (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
 MarriedReferenceReferenceReference
 Never married0.97 (0.50–1.89)1.06 (0.55–2.02)1.11 (0.60–2.09)
 Divorced/separated1.14 (0.68–1.89)1.17 (0.71–1.91)1.16 (0.72–1.88)
 Widowed1.22 (0.71–2.12)1.27 (0.74–2.18)1.30 (0.77–2.21)
Depressive symptoms0.98 (0.89-1.07)0.97 (0.88–1.06)0.94 (0.86–1.03)
Chronic stress0.94 (0.85–1.04)0.94 (0.86–1.04)0.93 (0.84–1.02)
Financial difficulties0.94 (0.79–1.12)0.94 (0.79–1.11)0.92 (0.78–1.09)
Everyday discrimination1.06 (0.85–1.32)1.06 (0.86–1.31)1.07 (0.87-1.31)
Neighborhood disorder0.94 (0.81–1.09)0.95 (0.82–1.10)0.95 (0.82–1.09)
Poor neighborhood cohesion1.05 (0.90–1.21)1.04 (0.90–1.21)1.04 (0.91–1.21)
Social support1.27 (0.91–1.78)1.30 (0.94–1.80)1.20 (0.88–1.65)
Mastery0.76*** (0.66–0.89)0.78*** (0.67–0.90)0.81** (0.70–0.94)
Religiosity/spirituality1.23** (1.06–1.43)1.20* (1.03–1.40)1.20* (1.03–1.39)
Sense of purpose1.15 (0.93–1.43)1.19 (0.96–1.48)1.20 (0.97–1.48)
Behavioral factors
Smoking
 Never smoked (ref)ReferenceReference
 Past smoking1.57* (1.02–2.42)1.42 (0.93–2.17)
 Current smoking0.81 (0.47–1.39)0.87 (0.51–1.47)
Alcohol consumption
 No consumption1.61* (1.04–2.49)1.48 (0.97–2.27)
 Moderate consumption (ref)ReferenceReference
 Heavy consumption0.99 (0.43–2.27)1.05 (0.46–2.38)
Physical inactivity1.77** (1.20-2.60)1.56* (1.07–2.28)
Health-related factors
Overweight/obese4.40*** (2.64–7.34)
Activities of daily living1.68* (1.07–2.64)
Cholesterol medication use0.74 (0.51–1.08)
Chronic conditions1.15 (0.98–1.36)
Log pseudolikelihood−1,506.98−1,494.55−1,483.84−1,457.73
Wald Chi-squared22.91**41.20**56.88***85.07***
Rho (SE)0.69 (0.04)0.70 (0.04)0.69 (0.04)0.67 (0.04)
CharacteristicModel 1Model 2Model 3Model 4
Sociodemographic background
Age0.97* (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 South1.41 (0.94–2.11)1.38 (0.91–2.09)1.36 (0.91–2.04)1.38 (0.93–2.04)
Rural residence1.06 (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)ReferenceReferenceReferenceReference
 Less than HS0.59 (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 more0.74 (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)ReferenceReferenceReferenceReference
 ≤ $13,0001.36 (0.77–2.39)1.40 (0.75–2.63)1.32 (0.72–2.45)1.20 (0.66–2.20)
 $13,001–$27,0001.26 (0.75–2.12)1.33 (0.76–2.34)1.29 (0.75–2.25)1.17 (0.68–2.00)
 $27,001–$55,0001.13 (0.68–1.86)1.18 (0.70–1.97)1.13 (0.68–1.88)1.12 (0.68–1.84)
Insurance status
 InsuredReferenceReferenceReferenceReference
 Medicaid1.85** (1.14–3.00)2.06** (1.25–3.40)2.01** (1.23–3.29)1.91** (1.19–3.06)
 Uninsured1.12 (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
 MarriedReferenceReferenceReference
 Never married0.97 (0.50–1.89)1.06 (0.55–2.02)1.11 (0.60–2.09)
 Divorced/separated1.14 (0.68–1.89)1.17 (0.71–1.91)1.16 (0.72–1.88)
 Widowed1.22 (0.71–2.12)1.27 (0.74–2.18)1.30 (0.77–2.21)
Depressive symptoms0.98 (0.89-1.07)0.97 (0.88–1.06)0.94 (0.86–1.03)
Chronic stress0.94 (0.85–1.04)0.94 (0.86–1.04)0.93 (0.84–1.02)
Financial difficulties0.94 (0.79–1.12)0.94 (0.79–1.11)0.92 (0.78–1.09)
Everyday discrimination1.06 (0.85–1.32)1.06 (0.86–1.31)1.07 (0.87-1.31)
Neighborhood disorder0.94 (0.81–1.09)0.95 (0.82–1.10)0.95 (0.82–1.09)
Poor neighborhood cohesion1.05 (0.90–1.21)1.04 (0.90–1.21)1.04 (0.91–1.21)
Social support1.27 (0.91–1.78)1.30 (0.94–1.80)1.20 (0.88–1.65)
Mastery0.76*** (0.66–0.89)0.78*** (0.67–0.90)0.81** (0.70–0.94)
Religiosity/spirituality1.23** (1.06–1.43)1.20* (1.03–1.40)1.20* (1.03–1.39)
Sense of purpose1.15 (0.93–1.43)1.19 (0.96–1.48)1.20 (0.97–1.48)
Behavioral factors
Smoking
 Never smoked (ref)ReferenceReference
 Past smoking1.57* (1.02–2.42)1.42 (0.93–2.17)
 Current smoking0.81 (0.47–1.39)0.87 (0.51–1.47)
Alcohol consumption
 No consumption1.61* (1.04–2.49)1.48 (0.97–2.27)
 Moderate consumption (ref)ReferenceReference
 Heavy consumption0.99 (0.43–2.27)1.05 (0.46–2.38)
Physical inactivity1.77** (1.20-2.60)1.56* (1.07–2.28)
Health-related factors
Overweight/obese4.40*** (2.64–7.34)
Activities of daily living1.68* (1.07–2.64)
Cholesterol medication use0.74 (0.51–1.08)
Chronic conditions1.15 (0.98–1.36)
Log pseudolikelihood−1,506.98−1,494.55−1,483.84−1,457.73
Wald Chi-squared22.91**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.

Table 2.

Odds of High-Risk CRP Levels From Random Effect Logistic Regression Models for Women in the 2006–2016 HRS

CharacteristicModel 1Model 2Model 3Model 4
Sociodemographic background
Age0.97* (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 South1.41 (0.94–2.11)1.38 (0.91–2.09)1.36 (0.91–2.04)1.38 (0.93–2.04)
Rural residence1.06 (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)ReferenceReferenceReferenceReference
 Less than HS0.59 (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 more0.74 (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)ReferenceReferenceReferenceReference
 ≤ $13,0001.36 (0.77–2.39)1.40 (0.75–2.63)1.32 (0.72–2.45)1.20 (0.66–2.20)
 $13,001–$27,0001.26 (0.75–2.12)1.33 (0.76–2.34)1.29 (0.75–2.25)1.17 (0.68–2.00)
 $27,001–$55,0001.13 (0.68–1.86)1.18 (0.70–1.97)1.13 (0.68–1.88)1.12 (0.68–1.84)
Insurance status
 InsuredReferenceReferenceReferenceReference
 Medicaid1.85** (1.14–3.00)2.06** (1.25–3.40)2.01** (1.23–3.29)1.91** (1.19–3.06)
 Uninsured1.12 (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
 MarriedReferenceReferenceReference
 Never married0.97 (0.50–1.89)1.06 (0.55–2.02)1.11 (0.60–2.09)
 Divorced/separated1.14 (0.68–1.89)1.17 (0.71–1.91)1.16 (0.72–1.88)
 Widowed1.22 (0.71–2.12)1.27 (0.74–2.18)1.30 (0.77–2.21)
Depressive symptoms0.98 (0.89-1.07)0.97 (0.88–1.06)0.94 (0.86–1.03)
Chronic stress0.94 (0.85–1.04)0.94 (0.86–1.04)0.93 (0.84–1.02)
Financial difficulties0.94 (0.79–1.12)0.94 (0.79–1.11)0.92 (0.78–1.09)
Everyday discrimination1.06 (0.85–1.32)1.06 (0.86–1.31)1.07 (0.87-1.31)
Neighborhood disorder0.94 (0.81–1.09)0.95 (0.82–1.10)0.95 (0.82–1.09)
Poor neighborhood cohesion1.05 (0.90–1.21)1.04 (0.90–1.21)1.04 (0.91–1.21)
Social support1.27 (0.91–1.78)1.30 (0.94–1.80)1.20 (0.88–1.65)
Mastery0.76*** (0.66–0.89)0.78*** (0.67–0.90)0.81** (0.70–0.94)
Religiosity/spirituality1.23** (1.06–1.43)1.20* (1.03–1.40)1.20* (1.03–1.39)
Sense of purpose1.15 (0.93–1.43)1.19 (0.96–1.48)1.20 (0.97–1.48)
Behavioral factors
Smoking
 Never smoked (ref)ReferenceReference
 Past smoking1.57* (1.02–2.42)1.42 (0.93–2.17)
 Current smoking0.81 (0.47–1.39)0.87 (0.51–1.47)
Alcohol consumption
 No consumption1.61* (1.04–2.49)1.48 (0.97–2.27)
 Moderate consumption (ref)ReferenceReference
 Heavy consumption0.99 (0.43–2.27)1.05 (0.46–2.38)
Physical inactivity1.77** (1.20-2.60)1.56* (1.07–2.28)
Health-related factors
Overweight/obese4.40*** (2.64–7.34)
Activities of daily living1.68* (1.07–2.64)
Cholesterol medication use0.74 (0.51–1.08)
Chronic conditions1.15 (0.98–1.36)
Log pseudolikelihood−1,506.98−1,494.55−1,483.84−1,457.73
Wald Chi-squared22.91**41.20**56.88***85.07***
Rho (SE)0.69 (0.04)0.70 (0.04)0.69 (0.04)0.67 (0.04)
CharacteristicModel 1Model 2Model 3Model 4
Sociodemographic background
Age0.97* (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 South1.41 (0.94–2.11)1.38 (0.91–2.09)1.36 (0.91–2.04)1.38 (0.93–2.04)
Rural residence1.06 (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)ReferenceReferenceReferenceReference
 Less than HS0.59 (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 more0.74 (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)ReferenceReferenceReferenceReference
 ≤ $13,0001.36 (0.77–2.39)1.40 (0.75–2.63)1.32 (0.72–2.45)1.20 (0.66–2.20)
 $13,001–$27,0001.26 (0.75–2.12)1.33 (0.76–2.34)1.29 (0.75–2.25)1.17 (0.68–2.00)
 $27,001–$55,0001.13 (0.68–1.86)1.18 (0.70–1.97)1.13 (0.68–1.88)1.12 (0.68–1.84)
Insurance status
 InsuredReferenceReferenceReferenceReference
 Medicaid1.85** (1.14–3.00)2.06** (1.25–3.40)2.01** (1.23–3.29)1.91** (1.19–3.06)
 Uninsured1.12 (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
 MarriedReferenceReferenceReference
 Never married0.97 (0.50–1.89)1.06 (0.55–2.02)1.11 (0.60–2.09)
 Divorced/separated1.14 (0.68–1.89)1.17 (0.71–1.91)1.16 (0.72–1.88)
 Widowed1.22 (0.71–2.12)1.27 (0.74–2.18)1.30 (0.77–2.21)
Depressive symptoms0.98 (0.89-1.07)0.97 (0.88–1.06)0.94 (0.86–1.03)
Chronic stress0.94 (0.85–1.04)0.94 (0.86–1.04)0.93 (0.84–1.02)
Financial difficulties0.94 (0.79–1.12)0.94 (0.79–1.11)0.92 (0.78–1.09)
Everyday discrimination1.06 (0.85–1.32)1.06 (0.86–1.31)1.07 (0.87-1.31)
Neighborhood disorder0.94 (0.81–1.09)0.95 (0.82–1.10)0.95 (0.82–1.09)
Poor neighborhood cohesion1.05 (0.90–1.21)1.04 (0.90–1.21)1.04 (0.91–1.21)
Social support1.27 (0.91–1.78)1.30 (0.94–1.80)1.20 (0.88–1.65)
Mastery0.76*** (0.66–0.89)0.78*** (0.67–0.90)0.81** (0.70–0.94)
Religiosity/spirituality1.23** (1.06–1.43)1.20* (1.03–1.40)1.20* (1.03–1.39)
Sense of purpose1.15 (0.93–1.43)1.19 (0.96–1.48)1.20 (0.97–1.48)
Behavioral factors
Smoking
 Never smoked (ref)ReferenceReference
 Past smoking1.57* (1.02–2.42)1.42 (0.93–2.17)
 Current smoking0.81 (0.47–1.39)0.87 (0.51–1.47)
Alcohol consumption
 No consumption1.61* (1.04–2.49)1.48 (0.97–2.27)
 Moderate consumption (ref)ReferenceReference
 Heavy consumption0.99 (0.43–2.27)1.05 (0.46–2.38)
Physical inactivity1.77** (1.20-2.60)1.56* (1.07–2.28)
Health-related factors
Overweight/obese4.40*** (2.64–7.34)
Activities of daily living1.68* (1.07–2.64)
Cholesterol medication use0.74 (0.51–1.08)
Chronic conditions1.15 (0.98–1.36)
Log pseudolikelihood−1,506.98−1,494.55−1,483.84−1,457.73
Wald Chi-squared22.91**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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