Likelihood of a Surgical Episode | Cost per Episode | |||||||
---|---|---|---|---|---|---|---|---|
w/ Medicare | w/o Medicare | w/ Medicare | w/o Medicare | |||||
Label | Odds Ratio | Pr>chi-sq | Odds Ratio | Pr>chi-sq | Param. | Pr > /t/ | Param. | Pr > /t/ |
Intercept | <.01 | <.01 | 263.75 | 0.69 | 1481.86 | 0.01 | ||
Medicare relative payment | 1.048 | <.01 | 115.57 | 0.00 | ||||
Total hospital beds per 1,000 pop. | 0.979 | <.01 | 0.981 | <.01 | −18.75 | 0.22 | −14.78 | 0.34 |
Medicare advantage % | 1.001 | 0.31 | 1 | 0.88 | 4.03 | 0.54 | 0.67 | 0.92 |
Percent uninsured | 1.003 | 0.29 | 1 | 0.85 | −8.32 | 0.54 | −14.50 | 0.29 |
Predicted family income, $1,000 | 0.999 | <.01 | 0.999 | <.01 | −2.64 | 0.02 | −2.67 | 0.02 |
PCPs per 1,000 pop | 0.821 | <.01 | 0.814 | <.01 | −179.78 | 0.27 | −204.87 | 0.21 |
Orthopedic Surgeons per 1,000 pop | 57.435 | <.01 | 69.785 | <.01 | 8076.99 | <.01 | 8608.65 | <.01 |
Knee diagnosis propensity | 33.347 | <.01 | 44.411 | <.01 | 5122.99 | 0.00 | 5783.25 | 0.00 |
Knee in 2006 & 2005 | 1.837 | <.01 | 1.837 | <.01 | 1465.09 | <.01 | 1465.48 | <.01 |
Knee in 2006 & 2004 | 1.326 | <.01 | 1.326 | <.01 | 492.75 | <.01 | 492.64 | <.01 |
Knee in all 3 years | 1.37 | <.01 | 1.37 | <.01 | 681.77 | <.01 | 681.79 | <.01 |
250,000 to 1 million pop. | 1.113 | <.01 | 1.101 | <.01 | 248.86 | 0.16 | 218.53 | 0.22 |
Fewer than 250,000 pop. | 1.092 | 0.01 | 1.018 | 0.60 | −21.05 | 0.91 | −178.17 | 0.33 |
Urban pop 20,000+, adjacent metro area | 0.828 | <.01 | 0.843 | <.01 | −515.46 | 0.01 | −472.31 | 0.02 |
Urban pop 20,000+, not adjacent metro area | 0.841 | <.01 | 0.807 | <.01 | −804.99 | 0.00 | −899.08 | 0.00 |
Completely rural or <20,000 urban pop, adjacent to a metro area | 0.599 | <.01 | 0.618 | <.01 | −1086.23 | <.01 | −1012.13 | <.01 |
Completely rural or <20,000 urban pop, not adjacent to a metro area | 0.835 | <.01 | 0.841 | <.01 | −421.66 | 0.17 | −390.97 | 0.20 |
Boston | 1.999 | <.01 | 1.977 | <.01 | 459.11 | 0.30 | 424.87 | 0.33 |
Cleveland | 1.862 | <.01 | 1.844 | <.01 | −68.19 | 0.86 | −92.57 | 0.81 |
Greenville | 1.875 | <.01 | 1.824 | <.01 | 270.05 | 0.53 | 225.93 | 0.60 |
Indianapolis | 2.289 | <.01 | 2.331 | <.01 | 481.85 | 0.28 | 521.84 | 0.24 |
Lansing | 4.335 | <.01 | 4.167 | <.01 | 1743.84 | 0.00 | 1661.43 | 0.00 |
Little Rock | 3.353 | <.01 | 3.439 | <.01 | 2073.97 | <.01 | 2150.04 | <.01 |
Newark | 1.695 | <.01 | 1.626 | <.01 | 962.48 | 0.03 | 863.51 | 0.05 |
Orange Country | 1.553 | <.01 | 1.519 | <.01 | 441.55 | 0.23 | 385.74 | 0.29 |
Phoenix | 2.615 | <.01 | 2.66 | <.01 | 1245.15 | 0.00 | 1286.09 | <.01 |
Seattle | 4.234 | <.01 | 4.1 | <.01 | 1926.81 | <.01 | 1843.13 | <.01 |
Syracuse | 1.866 | <.01 | 1.816 | <.01 | 196.01 | 0.67 | 137.73 | 0.77 |
Atlanta | 1.926 | <.01 | 1.841 | <.01 | 439.34 | 0.29 | 331.66 | 0.43 |
Augusta | 1.64 | <.01 | 1.613 | <.01 | −105.73 | 0.82 | −141.47 | 0.76 |
Baltimore | 2.499 | <.01 | 2.393 | <.01 | 1444.44 | 0.00 | 1341.52 | 0.00 |
Bridgeport | 1.783 | <.01 | 1.74 | <.01 | 492.16 | 0.27 | 440.17 | 0.33 |
Chicago | 2.211 | <.01 | 2.242 | <.01 | 1086.10 | 0.01 | 1123.08 | 0.01 |
Columbus | 1.524 | <.01 | 1.55 | <.01 | −170.76 | 0.69 | −127.22 | 0.77 |
Denver | 2.251 | <.01 | 2.323 | <.01 | 782.53 | 0.03 | 860.28 | 0.02 |
Detroit | 2.612 | <.01 | 2.521 | <.01 | 1042.65 | 0.02 | 965.72 | 0.03 |
Greensboro | 2.366 | <.01 | 2.34 | <.01 | 737.38 | 0.06 | 713.82 | 0.06 |
Houston | 2.297 | <.01 | 2.387 | <.01 | 769.28 | 0.05 | 871.75 | 0.02 |
Huntington | 3.268 | <.01 | 3.301 | <.01 | 1215.06 | 0.01 | 1253.16 | 0.01 |
Killeen | 1.061 | 0.59 | 1.218 | 0.07 | −1071.01 | 0.02 | −731.35 | 0.12 |
Knoxville | 2.539 | <.01 | 2.529 | <.01 | 732.56 | 0.08 | 735.08 | 0.08 |
Las Vegas | 2.538 | <.01 | 2.644 | <.01 | 1681.40 | <.01 | 1782.93 | <.01 |
Los Angeles | 1.979 | <.01 | 1.963 | <.01 | 698.34 | 0.01 | 679.55 | 0.02 |
Middlesex | 1.516 | <.01 | 1.546 | <.01 | 224.06 | 0.59 | 263.60 | 0.53 |
Milwaukee | 2.711 | <.01 | 2.671 | <.01 | 928.57 | 0.04 | 895.44 | 0.05 |
Minneapolis | 4.178 | <.01 | 4.177 | <.01 | 1422.31 | 0.00 | 1414.78 | 0.00 |
Modesto | 3.488 | <.01 | 3.802 | <.01 | 1289.36 | 0.01 | 1502.17 | 0.00 |
Nassau | 1.637 | <.01 | 1.532 | <.01 | 717.10 | 0.06 | 556.12 | 0.15 |
New York City | 1.139 | 0.19 | 1.061 | 0.55 | 186.82 | 0.64 | −13.89 | 0.97 |
Philadelphia | 1.912 | <.01 | 1.869 | <.01 | 565.01 | 0.14 | 503.24 | 0.19 |
Pittsburgh | 1.879 | <.01 | 2.009 | <.01 | 392.91 | 0.31 | 544.60 | 0.16 |
Portland | 2.578 | <.01 | 2.774 | <.01 | 620.25 | 0.13 | 790.23 | 0.05 |
Riverside | 2.819 | <.01 | 2.929 | <.01 | 1537.83 | <.01 | 1634.94 | <.01 |
Rochester | 2.027 | <.01 | 2.107 | <.01 | 235.60 | 0.55 | 319.40 | 0.42 |
San Antonio | 2.063 | <.01 | 2.147 | <.01 | 659.56 | 0.09 | 758.39 | 0.05 |
San Francisco | 1.654 | <.01 | 1.713 | <.01 | −346.54 | 0.39 | −267.43 | 0.51 |
Santa Rosa | 1.5 | <.01 | 1.554 | <.01 | −245.71 | 0.55 | −154.53 | 0.70 |
Shreveport | 1.612 | <.01 | 1.598 | <.01 | 3.19 | 0.99 | −8.20 | 0.99 |
St. Louis | 3.115 | <.01 | 3.05 | <.01 | 1095.28 | 0.01 | 1045.82 | 0.01 |
Tampa | 3.074 | <.01 | 3.156 | <.01 | 1547.16 | <.01 | 1613.21 | <.01 |
Tulsa | 3.637 | <.01 | 3.587 | <.01 | 1648.34 | 0.00 | 1618.42 | 0.00 |
Washington DC | 2.247 | <.01 | 2.117 | <.01 | 833.68 | 0.04 | 691.44 | 0.09 |
W Palm Beach | 1.299 | <.01 | 1.258 | <.01 | 107.93 | 0.73 | 33.26 | 0.91 |
Worcester | 1.426 | <.01 | 1.441 | <.01 | −279.29 | 0.56 | −259.90 | 0.59 |
Dothan | 1.252 | 0.03 | 1.235 | 0.05 | −0.29 | 1.00 | −47.74 | 0.92 |
Terre Haute | 1.936 | <.01 | 1.948 | <.01 | 689.23 | 0.17 | 635.20 | 0.20 |
Wilmington | 2.695 | <.01 | 2.631 | <.01 | 1286.99 | 0.00 | 1238.71 | 0.00 |
W-Cen Alabama | 5.728 | <.01 | 5.735 | <.01 | 1912.34 | 0.62 | 1917.45 | 0.62 |
Cen Arkansas | 2.858 | <.01 | 2.911 | <.01 | 1460.14 | 0.00 | 1512.32 | 0.00 |
N Georgia | 2.651 | <.01 | 2.61 | <.01 | 1258.66 | 0.00 | 1224.33 | 0.00 |
NE Illinois | 4.713 | <.01 | 4.993 | <.01 | 2024.37 | <.01 | 2185.34 | <.01 |
NE Indiana | 2.523 | <.01 | 2.406 | <.01 | 844.72 | 0.11 | 738.15 | 0.16 |
E Maine | 4.272 | <.01 | 4.149 | <.01 | 2005.49 | <.01 | 1935.89 | <.01 |
E North Car | 2.774 | <.01 | 2.856 | <.01 | 1440.15 | 0.00 | 1517.89 | 0.00 |
N Utah | 3.588 | <.01 | 3.746 | <.01 | 2207.68 | <.01 | 2297.29 | <.01 |
NW Washington | 5.126 | <.01 | 4.948 | <.01 | 2571.48 | <.01 | 2483.29 | <.01 |
Female, 70-74 | 0.869 | <.01 | 0.868 | <.01 | −398.46 | <.01 | −398.37 | <.01 |
Female, 75-79 | 0.77 | <.01 | 0.77 | <.01 | −600.39 | <.01 | −600.47 | <.01 |
Female, 80-84 | 0.604 | <.01 | 0.604 | <.01 | −1092.32 | <.01 | −1094.17 | <.01 |
Female, 85-89 | 0.301 | <.01 | 0.3 | <.01 | −1923.30 | <.01 | −1927.73 | <.01 |
Female, 90-94 | 0.081 | <.01 | 0.081 | <.01 | −2879.62 | <.01 | −2878.14 | <.01 |
Female, 95+ | 0.086 | <.01 | 0.086 | <.01 | −2583.31 | <.01 | −2584.45 | <.01 |
Male, 65-69 | 1.086 | <.01 | 1.087 | <.01 | 177.61 | 0.10 | 179.50 | 0.09 |
Male, 70-74 | 0.957 | 0.02 | 0.957 | 0.02 | −242.75 | 0.02 | −241.39 | 0.02 |
Male, 75-79 | 0.826 | <.01 | 0.827 | <.01 | −446.79 | <.01 | −444.44 | <.01 |
Male, 80-84 | 0.591 | <.01 | 0.592 | <.01 | −1153.62 | <.01 | −1152.08 | <.01 |
Male, 85-89 | 0.34 | <.01 | 0.34 | <.01 | −2078.91 | <.01 | −2078.07 | <.01 |
Male, 90-94 | 0.084 | <.01 | 0.084 | <.01 | −2993.29 | <.01 | −2990.22 | <.01 |
Male, 95+ | 0.011 | <.01 | 0.011 | <.01 | −3829.36 | <.01 | −3822.73 | <.01 |
Female covered by Medicaid | 1.327 | <.01 | 1.328 | <.01 | 501.49 | 0.02 | 506.88 | 0.02 |
Covered by Medicaid | 0.554 | <.01 | 0.553 | <.01 | −1050.76 | <.01 | −1058.45 | <.01 |
Originally disabled dummy variable | 0.844 | <.01 | 0.842 | <.01 | −215.49 | 0.03 | −219.15 | 0.03 |
Diabetes and congestive heart failure | 1.003 | 0.93 | 1.003 | 0.93 | −38.62 | 0.81 | −37.29 | 0.82 |
Diabetes and cardiovascular disease | 1.075 | 0.12 | 1.075 | 0.12 | 105.11 | 0.66 | 106.14 | 0.66 |
Congestive heart failure and COPD | 0.495 | <.01 | 0.496 | <.01 | −1754.30 | <.01 | −1752.41 | <.01 |
COPD, cardiovascular disease, and coronary artery disease | 0.675 | <.01 | 0.674 | <.01 | −964.91 | 0.04 | −968.02 | 0.04 |
Arthritis and congestive heart failure | 0.878 | 0.02 | 0.877 | 0.01 | −461.98 | 0.09 | −465.22 | 0.09 |
Arthritis, congestive heart failure, and diabetes | 0.835 | <.01 | 0.835 | <.01 | −597.90 | 0.03 | −599.91 | 0.03 |
HIV/AIDS | 0.847 | 0.58 | 0.848 | 0.58 | −1015.23 | 0.47 | −1022.80 | 0.46 |
Septicemia/Shock | 0.637 | <.01 | 0.635 | <.01 | −686.78 | 0.01 | −690.87 | 0.01 |
Opportunistic Infections | 0.724 | 0.00 | 0.716 | <.01 | −543.88 | 0.31 | −559.52 | 0.29 |
Metastatic Cancer and Acute Leukemia | 0.487 | <.01 | 0.486 | <.01 | −1506.89 | <.01 | −1509.66 | <.01 |
Lung, Upper Digestive Tract, and Other Severe Cancers | 0.661 | <.01 | 0.66 | <.01 | −857.56 | 0.00 | −863.01 | 0.00 |
Lymphatic, Head and Neck, Brain, and Other Major Cancers | 0.761 | <.01 | 0.761 | <.01 | −568.29 | 0.00 | −568.29 | 0.00 |
Breast, Prostate, Colorectal and Other Cancers and Tumors | 0.931 | <.01 | 0.93 | <.01 | −144.57 | 0.06 | −145.97 | 0.06 |
Diabetes with Renal or Peripheral Circulatory Manifestation | 0.965 | 0.23 | 0.964 | 0.22 | 188.89 | 0.23 | 183.82 | 0.24 |
Diabetes with Neurologic or Other Specified Manifestation | 1.061 | 0.03 | 1.06 | 0.03 | 230.57 | 0.12 | 229.68 | 0.12 |
Diabetes with Acute Complications | 1.236 | 0.03 | 1.227 | 0.03 | 585.17 | 0.25 | 567.65 | 0.26 |
Diabetes with Ophthalmologic or Unspecified Manifestation | 0.731 | <.01 | 0.729 | <.01 | −487.34 | 0.01 | −493.09 | 0.01 |
Diabetes without Complication | 1.049 | <.01 | 1.049 | <.01 | 125.82 | 0.06 | 126.91 | 0.05 |
Protein-Calorie Malnutrition | 1.642 | <.01 | 1.638 | <.01 | 1346.17 | <.01 | 1345.01 | <.01 |
End-Stage Liver Disease | 1.05 | 0.64 | 1.053 | 0.63 | 525.14 | 0.37 | 530.48 | 0.36 |
Cirrhosis of Liver | 0.978 | 0.80 | 0.975 | 0.78 | 291.17 | 0.53 | 279.44 | 0.55 |
Chronic Hepatitis | 1.011 | 0.90 | 1.015 | 0.87 | −47.26 | 0.92 | −42.97 | 0.93 |
Intestinal Obstruction/Perforation | 0.905 | <.01 | 0.905 | <.01 | −667.95 | 0.00 | −667.78 | 0.00 |
Pancreatic Disease | 0.657 | <.01 | 0.657 | <.01 | −1061.98 | <.01 | −1065.62 | <.01 |
Inflammatory Bowel Disease | 1.054 | 0.22 | 1.053 | 0.23 | −146.24 | 0.54 | −147.79 | 0.54 |
Bone/Joint/Muscle Infections/Necrosis | 2.468 | <.01 | 2.466 | <.01 | 3429.72 | <.01 | 3427.43 | <.01 |
Rheumatoid Arthritis and Inflammatory Connective Tissue Disease | 0.917 | <.01 | 0.917 | <.01 | −163.11 | 0.05 | −163.96 | 0.05 |
Severe Hematological Disorders | 1.057 | 0.21 | 1.059 | 0.19 | 82.79 | 0.72 | 85.35 | 0.71 |
Disorders of Immunity | 1.079 | 0.10 | 1.079 | 0.10 | 212.16 | 0.38 | 216.60 | 0.37 |
Drug/Alcohol Psychosis | 4.755 | <.01 | 4.765 | <.01 | 6377.99 | <.01 | 6379.30 | <.01 |
Drug/Alcohol Dependence | 1.443 | <.01 | 1.449 | <.01 | 866.60 | 0.08 | 878.27 | 0.08 |
Schizophrenia | 0.532 | <.01 | 0.531 | <.01 | −672.90 | 0.23 | −683.61 | 0.22 |
Major Depressive, Bipolar, and Paranoid Disorders | 0.995 | 0.84 | 0.993 | 0.79 | 79.90 | 0.57 | 77.78 | 0.58 |
Quadriplegia, Other Extensive Paralysis | 0.579 | 0.00 | 0.577 | 0.00 | −1305.80 | 0.08 | −1312.71 | 0.08 |
Paraplegia | 1.295 | 0.14 | 1.292 | 0.15 | 4976.07 | <.01 | 4972.00 | <.01 |
Spinal Cord Disorders/Injuries | 0.754 | <.01 | 0.753 | <.01 | −665.65 | 0.02 | −665.73 | 0.02 |
Muscular Dystrophy | 0.455 | 0.19 | 0.452 | 0.19 | −2069.78 | 0.38 | −2089.42 | 0.37 |
Polyneuropathy | 1.067 | <.01 | 1.067 | 0.00 | 331.19 | 0.00 | 331.35 | 0.00 |
Multiple Sclerosis | 0.632 | <.01 | 0.629 | 0.00 | −975.37 | 0.09 | −988.91 | 0.08 |
Parkinsons and Huntingtons Diseases | 0.852 | <.01 | 0.853 | 0.00 | 258.96 | 0.25 | 265.40 | 0.24 |
Seizure Disorders and Convulsions | 1.101 | 0.01 | 1.102 | 0.01 | 42.32 | 0.83 | 44.85 | 0.82 |
Coma, Brain Compression/Anoxic Damage | 1.168 | 0.13 | 1.169 | 0.13 | −319.24 | 0.55 | −314.72 | 0.55 |
Respirator Dependence/Tracheostomy Status | 0.433 | <.01 | 0.442 | 0.00 | −1904.37 | 0.04 | −1888.25 | 0.04 |
Respiratory Arrest | 1.291 | 0.13 | 1.289 | 0.14 | 982.22 | 0.26 | 976.57 | 0.27 |
Cardio-Respiratory Failure and Shock | 2.12 | <.01 | 2.136 | <.01 | 2272.11 | <.01 | 2288.18 | <.01 |
Congestive Heart Failure | 1.016 | 0.46 | 1.014 | 0.50 | 34.53 | 0.74 | 32.35 | 0.76 |
Acute Myocardial Infarction | 0.698 | <.01 | 0.696 | <.01 | −1073.10 | <.01 | −1079.00 | <.01 |
Unstable Angina and Other Acute Ischemic Heart Disease | 1.051 | 0.05 | 1.052 | 0.05 | 211.42 | 0.12 | 214.37 | 0.12 |
Angina Pectoris/Old Myocardial Infarction | 1.478 | <.01 | 1.476 | <.01 | 866.16 | <.01 | 864.08 | <.01 |
Specified Heart Arrhythmias | 1.078 | <.01 | 1.079 | <.01 | 180.90 | 0.01 | 183.43 | 0.01 |
Cerebral Hemorrhage | 0.726 | <.01 | 0.729 | 0.00 | −322.67 | 0.42 | −317.69 | 0.43 |
Ischemic or Unspecified Stroke | 0.931 | 0.02 | 0.93 | 0.02 | −171.89 | 0.26 | −173.23 | 0.26 |
Hemiplegia/Hemiparesis | 0.785 | <.01 | 0.785 | 0.00 | −397.62 | 0.21 | −400.07 | 0.21 |
Cerebral Palsy and Other Paralytic Syndromes | 1.543 | <.01 | 1.537 | 0.00 | 1015.38 | 0.15 | 1009.78 | 0.16 |
Vascular Disease with Complications | 1.152 | <.01 | 1.152 | <.01 | 456.53 | 0.00 | 456.91 | 0.00 |
Vascular Disease | 1.307 | <.01 | 1.307 | <.01 | 741.59 | <.01 | 741.82 | <.01 |
Cystic Fibrosis | 0.07 | <.01 | 0.07 | 0.00 | −3123.65 | 0.067 | −3148.35 | 0.07 |
Chronic Obstructive Pulmonary Disease | 1.498 | <.01 | 1.495 | <.01 | 972.38 | <.01 | 968.82 | <.01 |
Aspiration and Specified Bacterial Pneumonias | 0.555 | <.01 | 0.551 | <.01 | −1123.07 | 0.00 | −1135.55 | 0.00 |
Pneumococcal Pneumonia, Emphysema, Lung Abscess | 0.868 | 0.11 | 0.865 | 0.10 | −370.29 | 0.42 | −372.75 | 0.42 |
Proliferative Diabetic Retinopathy and Vitreous Hemorrhage | 0.602 | <.01 | 0.601 | <.01 | −1144.23 | 0.00 | −1143.37 | 0.00 |
Dialysis Status | 0.603 | 0.02 | 0.599 | 0.01 | −1295.52 | 0.24 | −1308.01 | 0.24 |
Renal Failure | 1.263 | <.01 | 1.263 | <.01 | 548.15 | <.01 | 549.32 | <.01 |
Nephritis | 1.531 | <.01 | 1.53 | <.01 | 1521.63 | 0.00 | 1519.22 | 0.00 |
Decubitus Ulcer of Skin | 1.896 | <.01 | 1.891 | <.01 | 2250.55 | <.01 | 2244.65 | <.01 |
Chronic Ulcer of Skin, Except Decubitus | 0.904 | <.01 | 0.903 | 0.00 | −53.72 | 0.71 | −55.19 | 0.70 |
Extensive Third-Degree Burns | 0.277 | 0.21 | 0.271 | 0.20 | −1731.37 | 0.63 | −1759.98 | 0.63 |
Severe Head Injury | 0.581 | 0.31 | 0.58 | 0.31 | −732.45 | 0.78 | −720.63 | 0.78 |
Major Head Injury | 0.796 | <.01 | 0.798 | 0.00 | −953.25 | 0.01 | −952.89 | 0.01 |
Vertebral Fractures without Spinal Cord Injury | 0.671 | <.01 | 0.671 | <.01 | −746.57 | <.01 | −750.99 | <.01 |
Hip Fracture/Dislocation | 0.752 | <.01 | 0.752 | <.01 | −622.68 | 0.00 | −621.20 | 0.00 |
Traumatic Amputation | 7.719 | <.01 | 7.699 | <.01 | 7341.31 | <.01 | 7337.40 | <.01 |
Amputation, Lower Limb/Amputation Complications | 8.228 | <.01 | 8.202 | <.01 | 8871.35 | <.01 | 8868.30 | <.01 |
Major Complications of medical Care and Trauma | 4.163 | <.01 | 4.167 | <.01 | 5813.92 | <.01 | 5817.42 | <.01 |
Major Organ Transplant Status | 0.545 | <.01 | 0.545 | 0.00 | −1045.99 | 0.24 | −1059.98 | 0.24 |
Artificial Openings for Feeding or Elimination | 1.063 | 0.39 | 1.065 | 0.37 | 656.54 | 0.10 | 659.92 | 0.10 |