Table 2

Regression of hospital charges on hospital and market characteristics for 10 common blood tests performed in California hospitals

Multiplicative increase for each unit change in predictor
Basic metabolic panelComplete CBC with/automated differential WCCCompre-hensive metabolic panelLipid panelComplete CBC automatedAssay thyroid-stimulating hormoneAssay of ck (cpk)Assay of troponin quantPro-thrombin timeThrombo-plastin time, partial
Hospital-level characteristics
Ownership
Government−0.58*−0.37*−0.45*−0.26**−0.34*−0.33**−0.18−0.28**−0.38**−0.46*
 Non-profitrefrefrefrefrefrefrefrefrefref
 For-profit0.41*0.170.50*0.170.07−0.100.170.150.050.21
Teaching hospital−0.38**−0.60*−0.45**−0.35**−0.64*−0.44*−0.67*−0.65*−0.67*−0.57*
Rural MSA0.250.170.110.110.14−0.010.020.140.240.23
Number of licensed beds0.000.000.000.000.00**0.000.00**0.000.000.00
Patient mix
 Proportion medicare0.120.210.250.330.28−0.210.64−0.060.050.12
 Proportion medicaid0.94**0.810.870.95*0.770.800.350.581.20**0.74
Case mix (severity)
 Quartile 20.31**0.32**0.31**0.290.150.32**0.070.240.340.21
 Quartile 30.160.150.160.260.060.30**0.100.260.330.26
Wage Index0.820.650.53−0.030.570.180.340.230.62−0.12
Market-level characteristics
Proportion with out health insurance2.341.033.24−0.72−2.20−2.87−2.04−1.382.11−0.58
Proportion in poverty1.360.91−0.78−0.523.490.982.950.06−0.350.04
Herfindal-Hirschman Index
 Quartile 20.00−0.15−0.120.01−0.050.00−0.21−0.03−0.180.03
 Quartile 3−0.240.030.020.08−0.200.15−0.28**−0.04−0.33−0.02
Variation explained by the model
R220%15%21%12%13%16%13%14%15%14%
  • *p<0.05; **p<0.10.

  • CBC, complete blood cell count; ck, creatine kinase; WCC, white cell count.