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. 2017 Dec 21;8(2):430–446. doi: 10.4338/ACI-2016-05-RA-0078

Table 3.

Individual attributes found in combinations associated with high utilization

Size of low-cost comparison group: 5% 10% 15% 20% 30% 40% 50%
Number of contrasting combinations: 5178 5180 5188 5179 5179 5179 5179
Age=25to44 X X - - - - -
Age=45to64 X X X X X X X
Age=65to84 X X X X X X X
Race/ethnicity=White/non-Hispanic X X X X X X X
Female X X X X X X X
Male X X X X X X X
Obesity X X X X X X X
Taking Rx as prescribed X X X X X X X
Taking Rx not as prescribed X X X X X X X
Medicaid X X X X X X X
Prior High Cost X X X X X X X
ICD9=250 (Diabetes mellitus) X X X X X X X
ICD9=272.4 (Hyperlipidemia) X X X X X X X
ICD9=311 (Depressive disorder) X X X X X X X
ICD9=401.1 (Benign essential hypertension) X X X X X X X
ICD9=401.9 (Unspecified essential hyper tension) -X X X X X X X
ICD9=414 (Ischemic heart disease) X X X X X X X
ICD9=715 (Osteoarthrosis) X X X X X X X
Adrenergic bronchodilators X X X X X X X
Alternative medicines X X X X X X X
Analgesics X X X X X X X
Angiotensin converting enzyme inhibitor sX X X X X X X
Antiarrhythmic agents X X X X X X X
Anticonvulsants X X X X X X X
Antidepressants X X X X X X X
Antidiabetic agents X X X X X X X
Antiemetic antivertigo agents X X X X X X X
Antihistamines X X X X X X X
Antihyperlipidemic agents X X X X X X X
Anti-infectives X X X X X X X
Antiplatelet agents X X X X X X X
Antipsychotics X X X X X X X
Anxiolytics, sedatives and hypnotics X X X X X X X
Benzodiazepine anticonvulsants X X X X X X X
Benzodiazepines X X X X X X X
Beta-adrenergic blocking agents X X X X X X X
Bronchodilators X X X X X X X
Calcium channel blocking agents X X X X X X X
Cardioselective beta blockers X X X X X X X
Cardiovascular agents X X X X X X X
Dermatological agents X X X X X X X
Diuretics X X X X X X X
Gamma-aminobutyric acid analogs X X X X X X X
Gastrointestinal agents X X X X X X X
HMG CoA reductase inhibitors X X X X X X X
Hormones/hormone modifiers X X X X X X X
Iron products X X X X X X X
Laxatives X X X X X X X
Minerals and electrolytes X X X X X X X
Miscellaneous analgesics X X X X X X X
Miscellaneous anxiolytics, sedatives and hypnotics X X X X X X X
Muscle relaxants X X X X X X X
Narcotic/analgesic combinations X X X X X X X
Narcotic analgesics X X X X X X X
Nonsteroidal anti-inflammatory agents X X X X X X X
Nutraceutical products X X X X X X X
Nutritional products X X X X X X X
Platelet aggregation inhibitors X X X X X X X
Proton pump inhibitors X X X X X X X
Quinolones X X X X X X X
Respiratory agents X X X X X X X
Salicylates X X X X X X X
Skeletal muscle relaxants X X X X X X X
SSRI antidepressants X X X X X X X
Thiazide and thiazide like diuretics X X X X X X X
Vitamin and mineral combinations X X X X X X X
Vitamins X X X X X X X