The danger of assumptions in medicine

by rcentor on February 3, 2012

Early in my academic career I became fascinated with decision analysis.  I still like decision analysis as a strategy to make explicit the structure of a problem.  However, over time the major weakness of decision analysis became very clear.  The problem derives from the assumptions.

As usual, I will use pharyngitis to frame the problem.  Most articles and all the guidelines make the assumption that we can dichotomize pharyngitis into group A strep pharyngitis or "viral".  The problem here is that the assumption is wrong.

The assumption states implicitly that only group A strep pharyngitis requires antibiotic therapy.  This assumption might work for pre-adolescents, but in adolescents and young adults group C deserves treatment and as I write repeatedly, fusobacterium pharyngitis deserves treatment.

The assumption really explains the difference between the 2 US guidelines.  It explains many attempts to decrease antibiotic use by only treating rapid test positive sore throat patients.  

The authors of these papers also make the assumption that the rapid test is highly accurate.  That assumption may not work either.  Recent data, cited in this blog, call the quoted sensitivity of 90% or greater into question.

When caring for patients, we must always question our own assumptions and the assumptions of other physicians.  We owe our patients great skepticism.  When we take implicit assumptions and make them explicit, we are more likely to challenge the assumptions and adjust our thinking about the patient (or the clinical condition).

Euclid taught me that without assumptions there is no proof. Therefore, in any argument, examine the assumptions. – E. T. Bell
 

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More on naturalistic decision making

by rcentor on February 2, 2012

This week my team presented a patient who had puzzled them.  The patient complained of 3 weeks of facial swelling.  She had diabetes mellitus type II with severe gastroparesis.  She had both a feeding tube and a port (she used the port for saline boluses when she became volume contracted).

She had gone to several other hospitals and seen more than 5 physicians.  They had made a diagnosis of community acquired pneumonia and given antibiotics.

She came to us still complaining of a cough and chest pain, but mostly complaining of facial swelling and a hoarse voice.

As I listened to the story, I was confused (perhaps because the presenter seemed confused).  We looked at the CXR and suddenly I knew the answer.  My intuition took over.  

I then proceeded to read about my proposed diagnosis prior to going to the bedside.  

At that point I was not considering a differential diagnosis, because I did not feel that I needed system 2 thinking.

I hope you know the diagnosis by now.  If not I will provide some more clues.

At the bedside the patient had a diffusely swollen face and a hoarse voice.  Her neck was too swollen to evaluate her jugular veins.  Her hands and arms were also swollen.

I look at her feet and they were no swollen at all.

We confirmed the diagnosis that afternoon.

I never left system 1 thinking.  Like Klein explains, I just knew the answer.  I had not personally seen this entity in many years, but yet I knew the diagnosis.

Knowing the answer is not enough as Klein explains.  We must also think through the diagnosis and careful examine that diagnosis for potential flaws.  As I considered the diagnosis, I could not find flaws, but rather found increasing evidence to support the diagnosis.

This process of naturalistic decision making likely better explains most of our decision making in medicine.  

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When discussing cognition intuition does not refer to ESP, rather definition #3 in dictionary.com - a keen and quick insight. 

Physicians use this form of intuition often.  We learn patterns and use pattern recognition to make quick diagnoses and decisions.  Sometimes we call these patterns "illness scripts".

One can easily argue that experts develop more refined illness scripts over time.  Given these more refined scripts, experts can continue with system1 thinking unless the script is not totally satisfied.  Incomplete scripts or red flags lead experts to switch to system 2 thinking.

Currently I am expanding my understanding of these phenomenon focusing on the work of Gary Klein.  The link takes you to a long overview of his work in Naturalistic Decision Making.  He studies experts who have to make quick decisions, like fireman.  He describes his big break:

Then in 1984, a notice came out from the Army Research Institute asking for proposals about how people make life and death decisions under extreme time pressure and uncertainty.

What he describes runs counter to my previous understanding.  Decision makers under pressure (like physicians) intuitively pick one diagnosis, and then start mentally testing it against their illness script.  If the match raises questions, then they look for an alternate diagnosis.

Experts do not always generate a long list of potential diagnoses.  They only do this when the intuitive process tells them that this problem is too complex for an intuitive answer.

As I read more about this approach, the relevance to internal medicine and family medicine are becoming very clear.  We who teach need to learn to describe our illness scripts.  We need to make explicit the red flags or omissions that make us reject an intuitive diagnosis.  Only through an explicit understanding of a trainees illness script and that script's deficiencies can we help them develop a more advanced script.

I like how Klein describes the process:

That became part of our model — the question of how people with experience build up a repertoire of patterns so that they can immediately identify, classify, and categorize situations, and have a rapid impulse about what to do. Not just what to do, but they're framing the situation, and their frame is telling them what are the important cues. That's why they're always looking, or usually looking, in the right place. They know what to ignore, and what they have to watch carefully.

It's telling them what to expect, and so that's why performance of experts is smoother than the performance of novices, because they're not just doing the current job, they know what to expect next, so they're getting ready for that. It's telling them what are the relevant goals so that they can choose accordingly. 

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Why do I have …? I dunno

by rcentor on January 30, 2012

Time to share a frustration.  While some diseases and symtoms have clear causes, not all do.  If you smoke for 30 years, 2 packs a day, and develop COPD, or coronary artery disease, or lung cancer, then I know why.  If you drink 2 pints of vodka daily and develop cirrhosis, I likely know why.  

If you are promiscuous, or use IV drugs, and develop HIV, I can explain why.

But often I cannot explain why someone develops a disease.  As a physician I have learned that some problems remind me of the old Beach Boys' song – "God Only Knows".

Many patients cannot accept that explanation.  They KNOW that they have a disease because of something they ate (or did not eat).  They are mystified that suddenly they have an illness.  So here is my secret – often we too are mystified.

My advice to patients, if your physician does not have a clear explanation of your disease's origin, then perhaps the origin is not known in 2012.  Maybe in 2020 we can answer the question.

We know more than we did when I started my career.  We now know that most duodenal ulcers arise because of an infection with Helicobacterium pylori.  We now know that cervical cancer follow Human Papilloma Virus infection, that is spread through sexual contact.

Please be patient with us.  We do not have all the answers.  If we say we do not know, please do not ask us probing questions.  We hate saying that we do not know, but sometimes that is just the truth.

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The “green journal” addresses HVCCC

January 29, 2012

Bravo!  As regular readers know, ACP is championing high value, cost conscious care.  Browsing some blogs today I find that the American Journal of Medicine has started a new feature that physicians should consider when trying to provide HVCCC.  Here is the editorial introducing this new feature - Diagnostic Imaging: Powerful, Indispensable, and Out of Control [...]

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The puzzling overdose

January 26, 2012

Several readers nailed this one – valproic acid (Depakote).  Valproic acid does cause hyperammonemia This syndrome can occur with overdoses, but can also occur on apparently stable dosing.

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Saving money in health care – ACP’s HVCCC

January 26, 2012

High Value Cost Conscious Care does not just represent a slogan.  HVCCC represents an attitude.  We at ACP believe that physicians can help decrease health care costs.  We see waste in the system and will do our best to decrease the waste. Yesterday I tweeted - Appropriate Use of Screening and Diagnostic Tests to Foster High-Value, [...]

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A puzzling overdose

January 25, 2012

Patient admitted after apparent overdose.  Patient does not respond to verbal stimuli or tactile stimulation. Patient has known schizophrenia. Exam comatose, VS T 99, P 80, R 18, BP 130/80 Otherwise exam is unremarkable Labs 143 103 22 82 3.9 23 1.0 9.6   WBC 7.9 Hgb 12.9/ Hct 37.1 Plt 194 NH3 28 4 [...]

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Thoughts on rapid strep testing

January 21, 2012

First, a disclaimer – I am biased.  I have spent 30 years thinking, researching and writing about adult pharyngitis.  My success in that field has stunned me.  Of course I will overemphasize all arguments in favor of my opinion and poo-poo those in opposition. The advocates of the rapid strep test make these assumptions: We [...]

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The best laid plans of mice, men and CMS

January 20, 2012

Lessons from Medicare’s Demonstration Projects on Disease Management, Care Coordination, and Value-Based Payment Here are the lessons: For disease management programs -  On average, the 34 programs had little or no effect on hospital admissions. There was considerable variation in the estimated effects among programs, however (see figure below). In nearly every program, spending was [...]

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