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Tampilkan postingan dengan label scorecard. Tampilkan semua postingan

Selasa, 12 April 2016

The Surgeon Scorecard My analysis

Ive got nothing against ProPublica. If a valid way to rate surgeons is ever discovered, I would support it completely. However, ProPublicas Surgeon Scorecard is not the answer.

I keep hearing its defenders say, "Some data is better than no data at all." I disagree strongly with that. To me, bad data is worse than no data at all. People with much more statistical sophistication than I have pointed out the flaws in the scorecard.

Digression: Having written many posts about statistics, I can tell you that the mere mention of the word drives readers away about as fast as if you were to yell "Fire" in a crowded theater.

I want to focus on a different area. The scorecard has created a lot of chatter on Twitter, and just about everyone I know has blogged about it.

This reminds me of a couple of posts I wrote back in 2011. [Links here and here.] I pointed out that Twitter might not be as important as those of us who use it think it is.

While we were busy arguing about the merits of the scorecard on Twitter, Im not so sure what the general public was doing.

For example, ProPublica says the Surgeon Scorecard has had over 1 million visitors since its launch. That sounds like a lot until you consider that the current population of the United States is estimated at 321 million. So 1 million people would be 0.3%. We do not know how many of those 1 million were unique visitors. It could be that many of them were doctors looking for their own statistics and bloggers looking for ideas.

That the public may not care was reinforced by a rather tepid response to the ProPublica AMA (Ask Me Anything) on Reddit today.

By 1:00 PM EDT, which was two hours into the AMA, there were 80 comments, 31 of which were by ProPublica staff or the spine surgeon who had consulted on the scorecards methods.

Just to give you some perspective, an AMA last year by a guy with two penises drew 17,134 comments.

Because the demographic is skewed toward younger people, perhaps Reddit may not have been the right venue. Although Reddit boasts 169 million unique visitors per month, the most recent figures show that 33% of the Reddit users are mostly men between 18 and 49 years old. Those under 18 are not counted but represent "a substantial percentage of Reddit users."

My two favorite questions asked of ProPublica were "How can I tell if my doctor is capable of making an error?" and "Do you fix the leg which is broken completely?" [Did the question refer to a leg that was completely broken, or did it mean should the leg be completely fixed?]

What have we learned here? Its hard to say.

If you want to read a measured critique of the scorecard, go to Dr. John Mandrolas piece on Medscape.
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Kamis, 07 April 2016

Are surgeons the cause of high postoperative readmission rates

No, according to a recent paper published online in JAMA Surgery.

The authors concluded, "The majority of the variation in readmission was attributable to patient-related factors (82.8%) while surgical subspecialty accounted for 14.5% of the variability, and individual surgeon-level factors accounted for 2.8%."

The investigators looked at data for over 22,000 surgical patients treated at Johns Hopkins and found the overall rate of readmission within 30 days was 13.2%. After the exclusion of those who performed fewer than 21 operations per year, 56 surgeons made up the study cohort.

Multivariable analysis showed significant non-modifiable patient-related factors associated with readmission were African-American race/ethnicity, more comorbidities, occurrence of postoperative complications, and an extended length of stay.

Variation in readmission by subspecialty ranged from 2.1% after breast, melanoma, or endocrine surgery to 37% following cardiac surgery.

The authors pointed out that this study "echoes growing concerns regarding the use of readmission as a quality metric based on its current methods."

Lets compare it to the controversial ProPublica Surgeon Scorecard.

Both the Surgeon Scorecard and the JAMA Surgery paper used data from the years 2009 through 2013. The scorecard involved only eight high-volume low-risk in-patient procedures while the paper looked at in-patient surgery of all types.

From an article written by the authors of the Surgeon Scorecard: "If a patient was readmitted to any hospital (not just the hospital where the surgery was performed) within 30 days of a surgery for one of the conditions we identified, we counted the case as a complication for the surgeon who performed the initial procedure."

What we learned from the JAMA Surgery paper raises some questions about the the Surgeon Scorecard. On Twitter, I asked for comment from Marshall Allen, the lead author of a white paper [not peer-reviewed] describing the methodology of the Surgeon Scorecard.

Between attacks on my credibility because I choose to use a pseudonym, he said that they did not count most readmissions as complications. It is unclear from the article, the white paper, or its appendices exactly which complications were included. For clarification, we could ask the "surgeon experts" who advised ProPublica, but their names have not been disclosed. They are anonymous, just like me.

According to the white paper, surgeons were blamed for 64,367 (46%) of all complications incorporated into the Surgeon Scorecard. Table 3 of the white paper lists the 20 most frequent complications. The top three, comprising 26,795 complications, were postoperative infection, iatrogenic pulmonary embolism, and infection/inflammatory reaction due to internal joint prosthesis.

Other studies have shown that not all occurrences of those three complications are attributable to a surgeons misdeed. Among the rest of the top 20 causes of readmission were postoperative pain, fever, and dysphagia (difficulty swallowing)—again possibly not the fault of a surgeon.

So the JAMA Surgery paper says surgeons are responsible for 2.8% of readmissions within 30 days, but ProPublicas self-published white paper says 46% of all readmissions are due to something a surgeon did or did not do.

Who to believe?

Note added at 7:27 a.m. on 9/2/15: See my next post for a clarification about causation and variation. 

The full text of the peer-reviewed JAMA Surgery paper is available here.


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