Background
Methods
Data
Sample
Measuring Chiropractic Use
Framework for selection of covariates
Demographic, socioeconomic and geographic variables
Health and health services use measures
Analytic Approach
Results
Descriptive
Entire Analytic Sample (N = 5,510) | Nonusers (N = 4,704) | Users (N = 806) | p-value | |
---|---|---|---|---|
Demographic Factors
| ||||
Age | 77.4 (5.76) | 77.6 (5.87) | 76.0 (4.87) | < .0001 |
Male | 38.1% | 37.8% | 39.7% | 0.319 |
Race | ||||
White | 84.8% | 83.1% | 94.8% | < .0001 |
African American | 10.2% | 11.5% | 2.4% | < .0001 |
Hispanic | 3.9% | 4.2% | 2.7% | .0413 |
Other | 1.1% | 1.2% | 0.2% | < .0064 |
Marital Status | ||||
Married | 50.3% | 48.2% | 62.8% | < .0001 |
Never Married | 3.4% | 3.6% | 2.0% | 0.0192 |
Separated/Divorced | 5.0% | 5.2% | 3.7% | 0.0697 |
Widowed | 41.3% | 43.0% | 31.5% | < .0001 |
Socioeconomic Factors
| ||||
Educational Attainment | ||||
Grade School Only | 25.5% | 26.6% | 19.0% | < .0001 |
Some High School | 17.2% | 17.5% | 15.2% | 0.0981 |
High School | 30.4% | 29.5% | 35.6% | 0.0005 |
Some College | 26.9% | 26.4% | 30.2% | 0.0238 |
Income Distribution | ||||
Income - First Quintile | 15.6% | 16.9% | 8.0% | < .0001 |
Income - Second Quintile | 29.9% | 30.9% | 24.0% | < .0001 |
Income - Third Quintile | 13.0% | 13.2% | 12.4% | 0.5572 |
Income - Fourth Quintile | 18.7% | 17.9% | 23.3% | 0.0003 |
Income - Fifth Quintile | 22.7% | 21.0% | 32.2% | < .0001 |
One or More Health Insurance Policy | 74.9% | 73.5% | 82.5% | < .0001 |
Working for Pay | 8.8% | 8.4% | 11.3% | 0.0007 |
Able to Drive a Car | 67.9% | 64.8% | 85.6% | < .0001 |
Geographic Location Measures
| ||||
Northeast | 6.1% | 6.4% | 4.5% | 0.0442 |
New York/New Jersey | 12.7% | 12.7% | 12.7% | 0.9471 |
Mid-Atlantic | 9.1% | 9.5% | 6.6% | 0.0081 |
Southeast | 17.2% | 17.5% | 15.2% | 0.1035 |
North-Central | 20.6% | 19.8% | 25.2% | 0.0005 |
Mid-West | 4.8% | 4.3% | 8.0% | < .0001 |
South-West | 10.8% | 11.5% | 7.1% | .0002 |
Mountain | 3.2% | 3.4% | 2.0% | 0.0354 |
West | 11.4% | 11.2% | 12.9% | 0.1539 |
Pacific-Northwest | 3.7% | 3.4% | 5.8% | 0.0009 |
Rural | 24.8% | 24.3% | 27.5% | 0.0493 |
Distance to Chiropractic College - Far | 62.6% | 62.7% | 62.4% | 0.8651 |
Disease History and Comorbidity
| ||||
No Comorbid Conditions | 22.7% | 22.0% | 26.4% | 0.0062 |
One Comorbid Condition | 32.5% | 32.2% | 34.1% | 0.3026 |
Two Comorbid Conditions | 25.1% | 25.5% | 22.6% | 0.0801 |
Three or More Comorbid Conditions | 19.7% | 20.3% | 16.9% | 0.029 |
Arthritis Ever | 24.7% | 24.5% | 25.8% | 0.4134 |
Cancer Ever | 12.9% | 13.0% | 12.4% | 0.6119 |
Heart Condition Ever | 28.9% | 29.6% | 25.0% | 0.0086 |
Diabetes Now | 12.4% | 12.8% | 10.3% | 0.0466 |
Lung Disease Ever | 9.4% | 9.9% | 6.3% | 0.0009 |
Psych Problems Ever | 7.0% | 6.9% | 7.4% | 0.6301 |
Hip Fracture Ever | 4.8% | 5.2% | 2.8% | 0.0031 |
Hypertension Ever | 45.5% | 46.4% | 40.6% | 0.0021 |
Functional Status
| ||||
Bothered by Pain Often | 32.7% | 32.3% | 34.9% | 0.1379 |
Difficulty Picking Up a Dime | 8.1% | 8.5% | 6.1% | 0.0205 |
Difficulty Lifting 10 Pounds | 32.7% | 34.4% | 22.8% | < .0001 |
Difficulty Pushing/Pulling Large Object | 33.8% | 35.2% | 25.5% | < .0001 |
Difficulty Climbing Flight of Stairs | 27.9% | 29.6% | 18.5% | < .0001 |
Difficulty Walking Several Blocks | 37.4% | 39.2% | 26.8% | < .0001 |
Number of ADLs with Difficulty | 0.34(0.84) | 0.38(0.88) | 0.17(0.56) | < .0001 |
Number of IADLs with Difficulty | 0.40(0.93) | 0.45(0.97) | 0.14(0.51) | < .0001 |
Depressive Symptoms - None | 37.8% | 36.4% | 45.9% | < .0001 |
Depressive Symptoms - One to Two | 35.7% | 35.4% | 37.1% | 0.3518 |
Depressive Symptoms - Three or More | 26.5% | 28.1% | 16.9% | < .0001 |
TICS 7 Score - Zero to Ten | 28.4% | 30.2% | 17.7% | < .0001 |
TICS 7 Score - Eleven to Thirteen | 31.7% | 31.3% | 34.7% | 0.056 |
TICS 7 Score - Fourteen to Fifteen | 39.9% | 38.5% | 47.7% | < .0001 |
Health Lifestyles
| ||||
Never Smoked | 47.9% | 47.7% | 49.5% | 0.3481 |
Ever Drink Alcohol | 46.6% | 45.0% | 55.7% | < .0001 |
Obese Weight (BMI ≥ 30) | 13.6% | 13.9% | 12.2% | 0.1922 |
Over Weight (25 ≤ BMI < 30) | 36.5% | 35.3% | 43.3% | < .0001 |
Normal Weight | 46.1% | 46.6% | 43.2% | 0.076 |
Under Weight (BMI < 18.5) | 3.8% | 4.2% | 1.2% | < .0001 |
Self-Rated Health
| ||||
Excellent | 10.4% | 9.8% | 13.5% | 0.0017 |
Very Good | 23.3% | 21.9% | 31.7% | < .0001 |
Good | 30.8% | 30.9% | 30.2% | 0.691 |
Fair | 23.1% | 24.0% | 18.3% | 0.0003 |
Poor | 12.3% | 13.4% | 6.2% | < .0001 |
Utilization of Health Services in Prior 12 months
| ||||
Number of Hospitalizations | 22.8% | 23.8% | 17.1% | < .0001 |
Number of Physician Visits - One or Less | 24.4% | 24.8% | 22.4% | 0.1411 |
Number of Physician Visits - Two to Three | 27.7% | 27.3% | 29.6% | 0.1731 |
Number of Physician Visits - Four to Six | 27.8% | 27.6% | 28.9% | 0.4648 |
Number of Physician Visits - Seven or More | 20.1% | 20.3% | 19.1% | 0.4471 |
Supply of Physicians per 1000 - County level | 2.18(1.74) | 2.23(1.8) | 1.91(1.36) | < .0001 |
Binomial Logistic Regression Model
AOR (95% CIs) | Reference Category | |
---|---|---|
Demographic Factors
| ||
Age
|
0.981 (0.964 - 0.998)
| |
Male
|
0.759 (0.620 - 0.929)
|
Female
|
Race | ||
African American
|
0.268 (0.163 - 0.439)
|
White
|
Hispanic | 0.916 (0.533 - 1.574) | White |
Other
|
0.131 (0.021 - 0.798)
|
White
|
Marital Status | ||
Never Married
|
0.547 (0.314 - 0.954)
|
Married
|
Separated/Divorced | 0.806 (0.521 - 1.246) | Married |
Widowed
|
0.758 (0.612 - 0.939)
|
Married
|
Socioeconomic Factors
| ||
Educational Attainment | ||
Grade School | 1.229 (0.932 - 1.620) | Some High School |
High School | 1.004 (0.786 - 1.283) | Some High School |
Some College | 0.904 (0.692 - 1.180) | Some High School |
Income Distribution | ||
Income - First Quintile | 0.760 (0.516 - 1.119) | Fifth Quintile |
Income - Second Quintile | 0.816 (0.627 - 1.060) | Fifth Quintile |
Income - Third Quintile | 0.769 (0.579 - 1.021) | Fifth Quintile |
Income - Fourth Quintile | 0.872 (0.695 - 1.095) | Fifth Quintile |
One or More Health Insurance Policy | 0.849 (0.672 - 1.073) | Zero Additional Health Policies |
Working for Pay | 0.959 (0.737 - 1.248) | |
Able to Drive a Car
|
1.923 (1.486 - 2.488)
| |
Geographic Location Measures
| ||
Northeast
|
0.491 (0.306 - 0.787)
|
MidWest Region
|
New York/New Jersey | 0.692 (0.472 - 1.013) | MidWest Region |
Mid-Atlantic
|
0.473 (0.307 - 0.727)
|
MidWest Region
|
Southeast
|
0.555 (0.387 - 0.796)
|
MidWest Region
|
North-Central
|
0.721 (0.516 - 0.987)
|
MidWest Region
|
South-West
|
0.369 (0.242 - 0.560)
|
MidWest Region
|
Mountain
|
0.258 (0.140 - 0.478)
|
MidWest Region
|
West
|
0.677 (0.460 - 0.997)
|
MidWest Region
|
Pacific-Northwest | 0.990 (0.620 - 1.581) | MidWest Region |
Rural | 1.127 (0.901 - 1.409) | |
Distance to Chiropractic College - Far | 1.068 (0.878 - 1.298) | Near (< 150 miles) |
Disease History and Comorbidity
| ||
Zero Comorbid Conditions | 0.851 (0.619 - 1.170) | One Comorbid Condition |
Two Comorbid Conditions | 1.174 (0.859 - 1.603) | One Comorbid Condition |
Three or More Comorbid Conditions
|
1.833 (1.056 - 3.183)
|
One Comorbid Condition
|
Arthritis Ever | 1.088 (0.808 - 1.466) | |
Cancer Ever | 0.790 (0.571 - 1.092) | |
Heart Condition Ever | 0.763 (0.565 - 1.031) | |
Diabetes Now | 0.856 (0.609 - 1.202) | |
Lung Disease Ever
|
0.607 (0.416 - 0.885)
| |
Psych Problems Ever | 0.965 (0.662 - 1.407) | |
Hip Fracture Ever | 0.783 (0.492 - 1.244) | |
Hypertension Ever
|
0.679 (0.506 - 0.912)
| |
Functional Status
| ||
Bothered by Pain Often
|
1.541 (1.267 - 1.874)
| |
Difficulty Picking Up a Dime | 1.015 (0.721 - 1.428) | |
Difficulty Lifting 10 Pounds | 0.902 (0.706 - 1.152) | |
Difficulty Pushing/Pulling Large Object | 0.899 (0.713 - 1.135) | |
Difficulty Climbing Flight of Stairs | 1.086 (0.840 - 1.402) | |
Difficulty Walking Several Blocks | 0.917 (0.727 - 1.155) | |
Number of ADLs with Difficulty | 0.882 (0.748 - 1.041) | |
Number of IADLs with Difficulty
|
0.837 (0.705 - 0.993)
| |
Depressive Symptoms - One or Two | 1.023 (0.851 - 1.229) | No Depressive Symptoms |
Depressive Symptoms - Three or More
|
0.789 (0.612 - 1.016)
|
No Depressive Symptoms
|
TICS 7 Score - Zero to Ten | 0.887 (0.696 - 1.129) | Eleven to Thirteen TICS 7 Score |
TICS 7 Score - Fourteen to Fifteen | 0.913 (0.761 - 1.096) | Eleven to Thirteen TICS 7 Score |
Health Lifestyles
| ||
Never Smoked | 1.162 (0.973 - 1.387) | Current or Former Smoker |
Ever Drink Alcohol | 1.162 (0.976 - 1.385) | Never Drink Alcohol |
Obese Weight (BMI ≥ 30) | 0.985 (0.757 - 1.281) | Normal Weight |
Over Weight (25 ≤ BMI < 30)
|
1.259 (1.058 - 1.499)
|
Normal Weight
|
Under Weight (BMI < 18.5) | 0.468 (0.241 - 0.910) | Normal Weight |
Self-Rated Health
| ||
Excellent
|
1.613 (1.026 - 2.536)
|
Poor Self-Rated Health
|
Very Good
|
1.658 (1.108 - 2.481)
|
Poor Self-Rated Health
|
Good | 1.227 (0.839 - 1.797) | Poor Self-Rated Health |
Fair | 1.066 (0.736 - 1.544) | Poor Self-Rated Health |
Utilization of Health Services in Prior 12 months
| ||
Number of Hospitalizations | 0.837 (0.671 - 1.043) | |
Number of Physician Visits - One or Less | 0.853 (0.681 - 1.069) | Two to Three Physician Visits |
Number of Physician Visits - Four to Six | 1.214 (0.981 - 1.502) | Two to Three Physician Visits |
Number of Physician Visits - Seven or More
|
1.415 (1.098 - 1.823)
|
Two to Three Physician Visits
|
Supply of Physicians per 1000 - County level
|
0.916 (0.853 - 0.984)
|
Patterns of Chiropractic Use
High Volume Use (> 12 visits per CY) | ||
---|---|---|
AOR (95% CIs) | Reference Category | |
Demographic Factors
| ||
Age | 0.953 (0.905-1.003) | |
Male | 0.742 (0.426-1.294) | Female |
Race | ||
African American | 0.813 (0.164-4.035) | White |
Hispanic | 0.329 (0.044-2.472) | White |
Other | > 999.99 (< 0.001- > 999.99) | White |
Marital Status | ||
Never Married | 1.182 (0.263-5.311) | Married |
Separated/Divorced | 0.700 (0.149-3.298) | Married |
Widowed | 1.421 (0.791-2.555) | Married |
Socioeconomic Factors
| ||
Educational Attainment | ||
Grade School | 1.115 (0.551-2.256) | Some High School |
High School
|
0.516 (0.282-0.943)
|
Some High School
|
Some College | 0.556 (0.290-1.067) | Some High School |
Income Distribution | ||
Income - First Quintile | 0.588 (0.185-1.870) | Fifth Quintile |
Income - Second Quintile | 0.780 (0.386-1.578) | Fifth Quintile |
Income - Third Quintile | 0.934 (0.452-1.931) | Fifth Quintile |
Income - Fourth Quintile | 0.789 (0.443-1.405) | Fifth Quintile |
One or More Health Insurance Policy | 1.752 (0.837-3.665) | Zero Additional Health Policies |
Working for Pay | 0.978 (0.488-1.958) | |
Able to Drive a Car | 0.866 (0.416-1.800) | |
Geographic Location Measures
| ||
Northeast | 0.654 (0.157-2.735) | MidWest Region |
New York/New Jersey | 1.594 (0.562-4.520) | MidWest Region |
Mid-Atlantic | 1.650 (0.546-4.982) | MidWest Region |
Southeast | 0.790 (0.296-2.107) | MidWest Region |
North-Central | 1.903 (0.844-4.290) | MidWest Region |
South-West | 1.153 (0.402-3.308) | MidWest Region |
Mountain | 0.539 (0.051-5.698) | MidWest Region |
West | 1.818 (0.639-5.169) | MidWest Region |
Pacific-Northwest | 0.651 (0.170-2.491) | MidWest Region |
Rural | 1.232 (0.691-2.196) | |
Distance to Chiropractic College - Far | 1.612 (0.953-2.725) | Near (< 150 miles) |
Disease History and Comorbidity
| ||
Zero Comorbid Conditions | 1.613 (0.674-3.863) | One Comorbid Condition |
Two Comorbid Conditions | 0.568 (0.240-1.346) | One Comorbid Condition |
Three or More Comorbid Conditions | 0.854 (0.182-4.011) | One Comorbid Condition |
Arthritis Ever
|
2.488 (1.097-5.645)
| |
Cancer Ever | 1.007 (0.392-2.582) | |
Heart Condition Ever | 0.906 (0.388-2.117) | |
Diabetes Now | 0.976 (0.369-2.584) | |
Lung Disease Ever | 0.790 (0.264-2.366) | |
Psych Problems Ever | 1.510 (0.532-4.290) | |
Hip Fracture Ever | 0.613 (0.126-2.975) | |
Hypertension Ever | 1.202 (0.513-2.818) | |
Functional Status
| ||
Bothered by Pain Often | 0.835 (0.506-1.380) | |
Difficulty Picking Up a Dime
|
2.389 (1.080-5.281)
| |
Difficulty Lifting 10 Pounds | 0.843 (0.466-1.595) | |
Difficulty Pushing/Pulling Large Object | 1.321 (0.743-2.347) | |
Difficulty Climbing Flight of Stairs | 0.987 (0.512-1.902) | |
Difficulty Walking Several Blocks | 1.057 (0.575-1.944) | |
Number of ADLs with Difficulty | 0.817 (0.491-1.357) | |
Number of IADLs with Difficulty | 0.532 (0.255-1.112) | |
Depressive Symptoms - One or Two | 0.865 (0.529-1.414) | No Depressive Symptoms |
Depressive Symptoms - Three or More | 1.009 (0.498-2.043) | No Depressive Symptoms |
TICS 7 Score - Zero to Ten | 0.834 (0.428-1.627) | Eleven to Thirteen TICS 7 Score |
TICS 7 Score - Fourteen to Fifteen | 1.112 (0.697-1.773) | Eleven to Thirteen TICS 7 Score |
Health Lifestyles
| ||
Never Smoked | 0.802 (0.498-1.292) | Current or Former Smoker |
Ever Drink Alcohol | 0.860 (0.542-1.363) | Never Drink Alcohol |
Obese Weight (BMI ≥ 30) | 0.698 (0.340-1.432) | Normal Weight |
Over Weight (25 ≤ BMI < 30) | 0.888 (0.555-1.421) | Normal Weight |
Under Weight (BMI < 18.5) | 0.851 (0.131-5.584) | Normal Weight |
Self-Rated Health
| ||
Excellent | 0.932 (0.335-2.597) | Poor Self-Rated Health |
Very Good | 1.117 (0.442-2.822) | Poor Self-Rated Health |
Good | 1.240 (0.515-2.986) | Poor Self-Rated Health |
Fair | 1.131 (0.479-2.672) | Poor Self-Rated Health |
Utilization of Health Services in Prior 12 months
| ||
Number of Hospitalizations | 1.172 (0.726-1.893) | |
Number of Physician Visits - One or Less | 1.567 (0.987-2.488) | Two to Three Physician Visits |
Number of Physician Visits - Four to Six | 1.107 (0.711-1.726) | Two to Three Physician Visits |
Number of Physician Visits - Seven or More | 1.556 (0.918-2.636) | Two to Three Physician Visits |
Supply of Physicians per 1000 - County level | 1.024 (0.880-1.192) |
Distribution of Specialty Providers
Specialty
| Lower Volume Users (N = 676) | High Volume Users (N = 130) | Non Users (N = 4,704) |
---|---|---|---|
Internal Medicine | 13.1% | 10.6% | 15.5% |
Family Practice | 10.3% | 9.8% | 9.6% |
Clinical Lab | 9.0% | 6.3% | 9.9% |
Diagnostic Radiology | 8.8% | 7.2% | 9.5% |
Cardiology | 7.1% | 5.2% | 7.4% |
Opthalmology | 5.6% | 4.3% | 5.7% |
Chiropractic | 4.1% | 21.5% | 0.0% |
Sum of Specialty Percentages Listed
|
58.1%
|
64.9%
|
57.6%
|
Total Claim Volume
|
6,636
|
9,080
|
759,616
|