Computer analysis of probable Root Cause/Contributing Cause(s) of preventable patient deaths using elecctronic medical records.

Marius Laurent marius.laurent at SKYNET.BE
Wed Mar 8 07:55:35 UTC 2017


Maybe this example is not directly related to diagnosis, but it has something to do with safety in operating rooms (OR). This article insists on the small number of “accidents” in OR: the effect of a checklist is difficult to prove using this metric. But “good catches” are more frequent, you can analyze them without hindsight bias, and their study is a better motivation for the staff than the RCA of a (rare) adverse event.

 

Putnam LR, Anderson KT, Diffley MB, et al. Meaningful use and good catches: More appropriate metrics for checklist effectiveness. Surgery 2016;160:1675-81.

 

Marius

 

 

Mark Graber [mailto:Mark.Graber at IMPROVEDIAGNOSIS.ORG] 
Envoyé : mardi 7 mars 2017 18:02
À : IMPROVEDX at LIST.IMPROVEDIAGNOSIS.ORG
Objet : Re: [IMPROVEDX] Computer analysis of probable Root Cause/Contributing Cause(s) of preventable patient deaths using elecctronic medical records.

 

Completely agree – we have a lot to learn about the prospective approach and “Safety 2” ideas.  Gary Klein made  a similar point at DEM several years ago –that instead of focusing on what goes wrong, we should spend more time learning from what goes well, which is much more common.  Bob Wears work on this is similarly relevant.

 

Thanks to David Woods for providing us with some starting points on learning how to do this.  At first blush, the new approach seems an order of magnitude more difficult than retrospective analysis, resembling the difference between retrospective RCA’s (detailed, but at least approachable) and prospective PRA’s (which get very complex very fast).  

 

I’d love to see an example of where this new approach has been used to improve diagnosis or address some type of diagnostic error, if anyone has one.  

 

Mark 

 

Mark L Graber MD FACP

President, SIDM

Senior Fellow, RTI International

Professor Emeritus, Stony Brook University



 

 

 

 

From: John Brush <jebrush at ME.COM <mailto:jebrush at ME.COM> >
Reply-To: Listserv ImproveDx <IMPROVEDX at LIST.IMPROVEDIAGNOSIS.ORG <mailto:IMPROVEDX at LIST.IMPROVEDIAGNOSIS.ORG> >, John Brush <jebrush at ME.COM <mailto:jebrush at ME.COM> >
Date: Tuesday, March 7, 2017 at 5:13 AM
To: Listserv ImproveDx <IMPROVEDX at LIST.IMPROVEDIAGNOSIS.ORG <mailto:IMPROVEDX at LIST.IMPROVEDIAGNOSIS.ORG> >
Subject: Re: [IMPROVEDX] Computer analysis of probable Root Cause/Contributing Cause(s) of preventable patient deaths using elecctronic medical records.

 

I think this post by David Woods is really important. This systems approach was brought to health care by Don Berwick and others. 

I also think that we could bring a systems approach to our own thinking. Rather than thinking back and blaming ourselves for error (a flawed hindsight approach), we should think prospectively about how we can organize our thinking, develop good thinking habits, use reminder systems, and calibrate our intuition using simple tools like likelihood ratios. This is what I tried to emphasize in my book.

John Brush

 

John E. Brush, Jr., M.D., FACC

Professor of Medicine

Eastern Virginia Medical School

Sentara Cardiology Specialists

844 Kempsville Road, Suite 204

Norfolk, VA 23502

757-261-0700

Cell: 757-477-1990

jebrush at me.com <mailto:jebrush at me.com> 

 

 

 

On Mar 6, 2017, at 11:29 AM, Woods, David <woods.2 at OSU.EDU <mailto:woods.2 at osu.edu> > wrote:

 

 

The question posed provides an opportunity to recalibrate some of the discussions about diagnosis.   At the beginning of the patient safety movement,  two of the three  basic values we articulated were:  to move beyond blame and to adopt a systems approach.  The discussion has surfaced the desire to have a computer automatically (or to have a computer aided mechanism) to trace back from adverse event to cause.  This falls into the hindsight bias trap which has plagued and undermine the ability to learn after adverse events.  Tracing backwards from outcome in search of cause guarantees hindsight bias, and hindsight bias will lead to oversimplifications. The oversimplifications will inevitably lead to a component not a systems view and will focus on people and blame. This is laid out in the book Behind Human Error (originally 1994 / 2nd edition 2010), and overcoming hindsight bias was one of the important messages during those early days and the rise of the patient safety movement 1995 to 2000.  

 

The key is to trace forward based on the nature of cues, possibilities, uncertainties, expectations, norms, work activities, etc.  This is laid out in Behind Human Error and then in the later Field Guide to Human Error Investigation by Dekker.   

 

Today  there are two major threads in safety related to the original work on escaping the hindsight bias. One  is captured in the phrase — "the difference between work as imagined and work as done.”  This phrase is used to highlight that improving safety should focus on what usually goes right and what people do in order to make things work. For example blameless postmortems are being used by many capture a much wider range of information about how the system normally works the difficulties it faces pressures that operates under and how  the system really works.  Breakdowns and incidents provide opportunities to learn about how the system really works so that I can be modified in ways  the function better given the real pressures and resource limitations. The second relates to the failure to truly see systemic factors rather than faulty components - usually people. As one health care manager said, “ system, what’s a system? I can’t blame a system.”  This tendency to adopt a systems approach rhetorically, but to continue to analyze adverse events is due to component breakdowns is widespread across industries (or the systems factors become vague category labels like communication). As a result, variety of techniques of been developed (e.g., STAMP and FRAM  and others) and are being used to try to facilitate true systems thinking especially as part of proactive safety management.  A good resource is the PreAccident Podcast series by Todd Conklin http://preaccidentpodcast.podbean.com <http://preaccidentpodcast.podbean.com/> 

 

 The basic points are:

~ to remind people about the contamination that comes from the hindsight bias, 

~ tracing backwards from known outcome guarantees hindsight bias and oversimplifications which block learning.

 

The second part of the comment is — how can computers help us understand diagnostic process looking forward, not backward, and provide insight about the difficulties and vulnerabilities given the wide variety and diversity of clinical situations that can be included under the general label of diagnosis.   This is a quite interesting topic and one that requires weeding away some of the assumptions and misunderstandings that are mixed up in the discussions about improving diagnosis in health care.  But that is for another post.

 

David

 

 

David Woods

Releasing the Adaptive Power of Human Systems

 

follow  <https://twitter.com/ddwoods2> @ddwoods2

 

Professor

Department of Integrated Systems Engineering 

The Ohio State University

 

Past-President in

Resilience Engineering Association

Human Factors and Ergonomics Society

 

SAVE the DATE

7th Biennial International Symposium on Resilience Engineering

Liège Belgium, June 26-29, 2017

 

woods.2 at osu dot edu

614-946-0123

 

SNAFU Catchers Consortium 

https://www.oreilly.com/ideas/situation-normal-all-fouled-up

 

keynote on autonomy and people see

part 1:  <https://youtu.be/b8xEpjW0Sqk> https://youtu.be/b8xEpjW0Sqk   part 2:  <https://youtu.be/as0LipGTm5s> https://youtu.be/as0LipGTm5s  part 3:  <https://youtu.be/2GEsxMuLWIE> https://youtu.be/2GEsxMuLWIE

 

keynotes on resilience and complexity see

https://www.youtube.com/watch?v=7STcaWjJoww <https://www.youtube.com/watch?v=7STcaWjJoww&index=7&list=PL055Epbe6d5YDU6sikjqcd_YM9XT4OehD> &index=7&list=PL055Epbe6d5YDU6sikjqcd_YM9XT4OehD

or

https://www.youtube.com/watch?v=zHJdDMQJXiw <https://www.youtube.com/watch?v=zHJdDMQJXiw&index=8&list=PL7_JAXDeVTvIZ_Y-ddqCiGF-ZKxtM5MLe> &index=8&list=PL7_JAXDeVTvIZ_Y-ddqCiGF-ZKxtM5MLe

 

 

 

 

 

 

 

On Mar 4, 2017, at 4:52 PM, Phillip Benton <0000000697ec7b18-dmarc-request at LIST.IMPROVEDIAGNOSIS.ORG <mailto:0000000697ec7b18-dmarc-request at list.improvediagnosis.org> > wrote:

 

Jason,

 

As a physician-attorney now devoting all of my remaining time to improving medical quality by decreasing medical error, I applaud your great and continuing efforts.

 

I am exploring the possibility of creating a system that reverse engineers from decisions on Dx and Rx and would like your thoughts: If we know the adverse event [patient death after 6 days illness with undiagnosed (until autopsy) septic peritonitis from diverticulitis with occult rupture] is there any computer program in existence or under development that can input the recorded clinical and pathologic facts to deduce a probability hierarchy of medical errors that would have led to this patients death? In effect, is there software to do probable 

'root-cause analysis' based strictly upon the digitized medical record (H&P, imaging, labs, consultant opinions, path reports)? 

 

She was first misdiagnosed as "constipation" on the first ER visit for severe abdominal pain, then again misdiagnosed as "atypical cardiac pain" on ER visit 3 days later. Acute abdomen "signs" were present but not classic, not uncommon for a 72 YO with an aging immune system.  She was admitted and had negative cardiac consultation but no further diagnostic studies, then died 23 hours after admission with cardiovascular collapse from undiagnosed sepsis.

 

If this type computer retro-analysis were possible, the next step would be to investigate to confirm and then to correct the human and systems errors. Of course an experienced physician(s) has to put it all into context at the end, but just trying to piece together an exact chronology is very difficult, even for top (Harvard & Yale) reviewing medical experts, with our new  electronic hospital records systems. Could 'Watson' or 'Isabel' not do it more quickly?

Thanks,  PGB 

 

Phillip Benton, MD, JD

Atlanta Medical Center
pgbentonmd at aol.com <mailto:pgbentonmd at aol.com> 

 


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