Besides state and higher-level health care expenditures, county level HCE are useful, integral really. For example, to promote the Triple Aim (the best care for the whole population at the lowest cost) you need per capita HCE. And knowing those costs at the county level would help a lot. However, county estimates generally don’t exist. They didn’t in Washington State until a client needed cost estimates for our 39 counties. To supply those estimates I used a regression approach resulting in this model:
percaphce = +0.1*percapinc + 247*pctage65 + 0.71*percapmedaid + 10.5*pctrural – 1349
Washington State Context
Before discussing model rationale and county HCE estimation, here’s some context about Washington State and its counties. You might view Washington as a microcosm of the nation. It has mountains, forests, deserts, rivers and lakes, vast rural areas, major cities, diverse populations and industries, and a varied climate. It is distinguished by active volcanoes and a coastal border. There is a wide range of political, social and economic clusters. In 2010 King County, where Seattle is located, median annual household income was about $67 thousand (the U.S. median was roughly $50 thousand) yet there are state counties where one in three children live in poverty. The total population is approximately 7 million with half of those people living in just three of the 39 counties.1 At the other end about a third of the counties have populations of 30 thousand or less.
An Aside about Seattle Weather
You may have been told that it rains all the time in Seattle. I live in Seattle and can tell you that’s a myth. Seattle’s average annual rainfall is less than New York City’s. However, during a good part of the non-summer months Seattle, and Puget Sound generally, is grey and cloudy. I once heard a story about the original settlers who landed in November, 1851, at Alki near present-day Seattle. The story is they were there for months before the weather finally cleared and they saw Mt. Rainier for the first time. I don’t know if that story is historically true, but as a Seattleite it’s believable. Regardless, Seattle is a summer paradise. Seattle summers, like most of Puget Sound, are characterized by pleasant sunny days, cool nights and no mosquitoes.
Background for the County HCE Estimates
Last year Empire Health Foundation of Spokane, Washington, asked me to estimate HCE for the 39 counties in the state. The purpose was for an upcoming meeting of policy types such as county commissioners, members of various health organizations, and other stake holders. A theme would be Donald Berwick’s Triple Aim, so cost estimates were wanted for benchmarks and context. The CMS2 Office of the Actuary had recently developed state HCE.3 If I could build a reasonable regression model on state-level data to predict state HCE, and there were similar variables at the county level, I could use the state model to estimate county HCE. That’s the approach I took. A caveat is my understanding was that acceptance—believability and reasonableness of the estimates to a lay audience—were as important as accuracy.
Continue reading “Letting the Data Speak: Estimating County Health Care Costs In Washington State”
Filed Under: Uncategorized
Tagged: Costs, Economics, Frank de Libero, health care expenditures, The States, Washington state
Nov 6, 2013
Next Tuesday, those of us registered in Massachusetts will have the opportunity to vote on “Question 2″ – prescribing medication to end life, otherwise known as physician-assisted suicide.
As described by the state secretary, “This proposed law would allow a physician licensed in Massachusetts to prescribe medication, at a terminally ill patient’s request, to end that patient’s life. To qualify, a patient would have to be an adult resident who (1) is medically determined to be mentally capable of making and communicating health care decisions; (2) has been diagnosed by attending and consulting physicians as having an incurable, irreversible disease that will, within reasonable medical judgment, cause death within six months; and (3) voluntarily expresses a wish to die and has made an informed decision.”
There are, of course, a number of other safeguards built in, such as the need to make the request twice, separated by 15 days, in the presence of witnesses. However, there could probably be stronger safeguards to protect individuals who are experiencing depression and anxiety, and might have preferable alternatives to physician-assisted death.
Continue reading “Physician Assisted Suicide in Massachusetts”
Filed Under: THCB
Tagged: Bill of Health, End of Life Care, Harvard Law School, Holly Fernandez Lynch, Massachusetts, Massachusetts Question 2, Oregon, PAS, Petrie-Flom Center, Physician-Assisted Suicide, Washington state
Nov 4, 2012
“I will give no deadly medicine to any one if asked, nor suggest any such counsel.” This is an excerpt from The Hippocratic Oath – the oath that guides my practice as a physician. On the November ballot, the Massachusetts Question 2 about physician assisted suicide, runs contrary to the foundation of medical practice. Since the 5th century BC when Hippocrates crafted the oath, the notion of Physician Assisted Suicide (PAS) has been debated in Western Society and repeatedly rejected as a violation of civilized behavior.
If adopted, MA Question 2 would legalize PAS for terminally ill patients who have fewer than six months to live. The assumptions underlying this question are erroneous. In 27 years as a primary care physician, I have never told a patient how long he or she has to live. An individual lifespan is scientifically impossible to predict with exactness. Time and time again, standards in medical literature that project survival for particular diagnoses are wrong. Today in my practice, I have numerous vibrant patients who have long outlived calculated life spans. This is not only for people with cancer, but diseases like multiple sclerosis, chronic obstructive pulmonary disease, kidney failure and heart failure. I never tell my patients how long they have to live. Why? Because the best prediction is based on old literature and past practice. New therapies combined with preventive and behavioral medicine change the true experience of each disease.
What motivates some people to elect PAS? Those who support Question 2 typically cite the patient’s right to self-determination and desire to avoid pain. But, the little we know from pre-death interviews in states such as Oregon, Montana and Washington shows otherwise. Some patients claim that it is their inability to do what they want to do that motivates their desire for death. Not wanting to burden loved ones can also motivate the choice to elect suicide. For my work as a physician, part of the job is helping patients and families to adjust to new circumstances. People who fear losing control of basic bodily functions can grow to realize that their humanity is about so much more than those acts. Despite new limitations, they can still fulfill significant roles in their communities and families. Furthermore, clinical depression is present in at least 25 percent of people with chronic illness. Depressed people think about suicide. Depression, however, is treatable. Question 2 does not mandate that the patient submit to evaluation and therapy for depression. Furthermore alleviating pain and suffering is the objective of all doctors. Some even specialize in hospice and palliative care.
Continue reading “Vote No On Physician-Assisted Suicide”
Filed Under: THCB
Tagged: BU Daily Free Press, End of Life Care, Mary Louise Ashur, Massachusetts, Massachusetts Medical Society, Oregon, PAS, Physician-Assisted Suicide, Question 2, Washington state
Nov 4, 2012