Geographic Variation Is Explained by Disease

In a new paper in Medical Care Research and Review, Reschovsky, Hadley and Romano have shown quite conclusively that geographic variation in health care spending is related to the burden of illness and little else. Of course, the burden of illness is greatest among the poor, and the two are strongly correlated, so, indirectly, they also showed that geographic variation is related to poverty and little else.

Their study examined health care spending in 60 regions that have been studied for many years by the Center for Health Systems Change, shown below.Hadley Variation Map

The graph below summarizes the data. Medicare expenditures varied widely, as had been observed in studies using the Dartmouth Atlas. Dartmouth’s earlier studies (not shown) corrected for age, gender and black race but nothing more, believing that there was no need to correct for illness levels because the expenditures that Dartmouth studied were in the last two years of life, and since everyone was similarly dead, they all must have been similarly ill, a conclusion which, aside from being absurd, has been shown to be false, most completely in the Reschovsky study. Sutherland and coworkers from Dartmouth approached the question by studying patients in the Medicare Current Beneficiary Survey. After the standard adjustment for demographic factors, they adjusted the data using five disease parameters and found that such as adjustment explained 18% of the variation between the extremes of expenditure quintiles. Zuckerman and colleagues carried out an identical study but applied 12 disease parameters, and they explained 29% of the variation. Reschovsky et al utilized 70 disease parameters within the hierarchical condition category (HCC) model developed for the Centers for Medicaid and Medicare Services (CMS) and found that illness levels explained 93% of the variation. Even using a modified version to remove observer bias in charting illness, disease burden accounted for 85% of the variation.

Hadley VariationIsn’t it time to stop this foolishness about geographic variation being a manifestation of variation in practice? Wouldn’t it have been wonderful if that could have occurred before all of the foolish incentives and penalties were written into Obama-care? Shouldn’t someone be held accountable for deceiving congress, distorting the practice of medicine and bilking the profession?  Isn’t it time that the high health care costs of poverty became a focus of national attention? Don’t we owe our children a health care system that they can sustain? Won’t it take honest, critical research (like Reschovsky’s) to get us there?

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One response to “Geographic Variation Is Explained by Disease

  1. Robert W. Geist MD

    Buz–once again you have the problem nailed down so that everyone can see it before the pundits move the facts under the rug of demonizing the medical care workforce–culprit economics that pays off politically to maintain managed care policing and profit driven rationing of care not only for the Medicaid poor but for everyone. Thanks, Bob Geist

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