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How to think straight:How to think straight:
Cognitive debiasingCognitive debiasing
Pat Croskerry MD, PhDPat Croskerry MD, PhD
SMACC Chicago June 23-26 2015SMACC Chicago June 23-26 2015
Who says we are not thinking
straight?
Estimated number of preventable
hospital deaths due to diagnostic
failure annually in the US
40,000 – 80,000
Leape, Berwick and Bates JAMA 2002
It is probably much higherIt is probably much higher
Diagnostic errors in the ICUDiagnostic errors in the ICU
Winters et al,Winters et al, BMJ Q&S 2012BMJ Q&S 2012
• Review of 31 studies over 35 year period (1966-2011)
• 5863 autopsies
• 28% had at least one missed diagnosis
• 8% caused or significantly contributed to death
• 4 diagnoses accounted for 75% of all misses
(MI, PE, Pneumonia, Aspergillosis)
• 40,000 ICU patients in the US die annually from misdiagnosis
Mostly, it’s not what we don’t know,Mostly, it’s not what we don’t know,
it’s how we think.it’s how we think.
We need to know more about howWe need to know more about how
we think…we think…
Decision MakingDecision Making
IntuitiveIntuitive
(System 1)(System 1)
RationalRational
(System 2)(System 2)
FastFast
InformalInformal
SubjectiveSubjective
Context-dependentContext-dependent
QualitativeQualitative
FlexibleFlexible
SlowSlow
FormalFormal
ObjectiveObjective
Context-independentContext-independent
QuantitativeQuantitative
RigourousRigourous
‘‘Cognitive thought is the tip ofCognitive thought is the tip of
an enormous iceberg. It is thean enormous iceberg. It is the
rule of thumb among cognitiverule of thumb among cognitive
scientists that unconsciousscientists that unconscious
thought is 95% of all thought –thought is 95% of all thought –
this 95% below the surface ofthis 95% below the surface of
conscious awareness shapesconscious awareness shapes
and structures all consciousand structures all conscious
thought’thought’
Lakoff and Johnson, 19Lakoff and Johnson, 199999
Medical IntuitionsMedical Intuitions
 FastFast
 CompellingCompelling
 FrequentFrequent
 Minimal cognitive effort requiredMinimal cognitive effort required
 AddictiveAddictive
 Mostly serve us wellMostly serve us well
 Occasionally catastrophicOccasionally catastrophic
Analytic failures
Sound reasoning and problem solving may be
based on incorrect assumptions
Overarching biases may influence the
reasoning process
Incomplete information
Seshia et al, JECP 2014
Major
Organizations
that Influence the
Quality of
Evidence
Informing
Healthcare
Diagnostic FailureDiagnostic Failure
15%
The ED is a difficult decision makingThe ED is a difficult decision making
environmentenvironment
High decision density
Decision fatigue
Throughput pressures
Wide range of illnesses
Diagnostic uncertainty
Narrow time windows
Interruptions and distractions
Shift work/Sleep disruption
Shift changes
Diagnostic error in the ED
Radiology: 5%
Missed injuries: 12%
Cardiovascular 19%
Respiratory: 30%
Overall ~16%
Pattern
Recognition
Repetition
Cognitive
Debiasing
Irrational
override
Calibration SolutionPatient
Problem
Pattern
Processor
RECOGNIZED
NOT
RECOGNIZED
Intuition
Analytical
T
88 Main Features of the ModelMain Features of the Model
• We spend most of our time in System 1We spend most of our time in System 1
• Most heuristics and biases are in System 1Most heuristics and biases are in System 1
• Most errors occur in System 1Most errors occur in System 1
• Repetitive operations of System 2 >>> 1Repetitive operations of System 2 >>> 1
• System 2 override of System 1System 2 override of System 1
• System 1 override of System 2System 1 override of System 2
• Toggle functionToggle function
• Cognitive Miser function (being comfortably numb)Cognitive Miser function (being comfortably numb)
When does the Cognitive Miser kick in?When does the Cognitive Miser kick in?
• All the time
• Especially when the decision maker is fatigued
• Especially when sleep deprived
• Especially when feeling down/depressed
• Especially when resources are limited
• During overcrowding/limited resources
So how do we becomeSo how do we become
better decision makers?better decision makers?
You aren’t thinking critically enough, so try harder
Is trying harder going to work?Is trying harder going to work?
The occasional smaccThe occasional smacc
might wake some people upmight wake some people up
What decision making needsWhat decision making needs
• Increased awareness of importance of decision makingIncreased awareness of importance of decision making
• Know operating characteristics of DPT modelKnow operating characteristics of DPT model
• Teach the main cognitive and affective biasesTeach the main cognitive and affective biases
• Promote metacognition, mindfulness, reflectionPromote metacognition, mindfulness, reflection
• Promote critical thinkingPromote critical thinking
• Raise awareness of conditions which may compromise decisionRaise awareness of conditions which may compromise decision
making (fatigue, sleep deprivation, cognitive overload)making (fatigue, sleep deprivation, cognitive overload)
• Teach cognitive debiasingTeach cognitive debiasing
Cognitive DebiasingCognitive Debiasing
Major issuesMajor issues
 Getting people to recognize there is a problem
 Accepting that change must occur
 Learning appropriate mindware
MindwareMindware
Calibration Diagnosis
Patient
Presentation
Pattern
Processor
RECOGNIZED
Type
11
Processes
Hard-Wired
Processes
Emotional
Processes
Over-Learned
Processes
Implicitly
Learned
Processes
We need toWe need to
maintainmaintain
a feral vigilancea feral vigilance
to detect biaseto detect biases
It ain’t easyIt ain’t easy
Even though bias detectedEven though bias detected
 Very unlikely one strategy works for allVery unlikely one strategy works for all
 Need for multiple approachesNeed for multiple approaches
 Very unlikely one shot will workVery unlikely one shot will work
 Need for multiple innoculationsNeed for multiple innoculations
 Need for extra vigilance in critical conditionsNeed for extra vigilance in critical conditions
 Need for lifelong maintenanceNeed for lifelong maintenance
The emerging cognitive debiasingThe emerging cognitive debiasing
literature in medicineliterature in medicine
No longer an option…

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How to Think Straight- Cognitive Debiasing Pat Croskerry

  • 1. How to think straight:How to think straight: Cognitive debiasingCognitive debiasing Pat Croskerry MD, PhDPat Croskerry MD, PhD SMACC Chicago June 23-26 2015SMACC Chicago June 23-26 2015
  • 2. Who says we are not thinking straight?
  • 3. Estimated number of preventable hospital deaths due to diagnostic failure annually in the US 40,000 – 80,000 Leape, Berwick and Bates JAMA 2002
  • 4. It is probably much higherIt is probably much higher
  • 5. Diagnostic errors in the ICUDiagnostic errors in the ICU Winters et al,Winters et al, BMJ Q&S 2012BMJ Q&S 2012 • Review of 31 studies over 35 year period (1966-2011) • 5863 autopsies • 28% had at least one missed diagnosis • 8% caused or significantly contributed to death • 4 diagnoses accounted for 75% of all misses (MI, PE, Pneumonia, Aspergillosis) • 40,000 ICU patients in the US die annually from misdiagnosis
  • 6. Mostly, it’s not what we don’t know,Mostly, it’s not what we don’t know, it’s how we think.it’s how we think. We need to know more about howWe need to know more about how we think…we think…
  • 7. Decision MakingDecision Making IntuitiveIntuitive (System 1)(System 1) RationalRational (System 2)(System 2) FastFast InformalInformal SubjectiveSubjective Context-dependentContext-dependent QualitativeQualitative FlexibleFlexible SlowSlow FormalFormal ObjectiveObjective Context-independentContext-independent QuantitativeQuantitative RigourousRigourous
  • 8. ‘‘Cognitive thought is the tip ofCognitive thought is the tip of an enormous iceberg. It is thean enormous iceberg. It is the rule of thumb among cognitiverule of thumb among cognitive scientists that unconsciousscientists that unconscious thought is 95% of all thought –thought is 95% of all thought – this 95% below the surface ofthis 95% below the surface of conscious awareness shapesconscious awareness shapes and structures all consciousand structures all conscious thought’thought’ Lakoff and Johnson, 19Lakoff and Johnson, 199999
  • 9. Medical IntuitionsMedical Intuitions  FastFast  CompellingCompelling  FrequentFrequent  Minimal cognitive effort requiredMinimal cognitive effort required  AddictiveAddictive  Mostly serve us wellMostly serve us well  Occasionally catastrophicOccasionally catastrophic
  • 10. Analytic failures Sound reasoning and problem solving may be based on incorrect assumptions Overarching biases may influence the reasoning process Incomplete information
  • 11. Seshia et al, JECP 2014 Major Organizations that Influence the Quality of Evidence Informing Healthcare
  • 13. The ED is a difficult decision makingThe ED is a difficult decision making environmentenvironment High decision density Decision fatigue Throughput pressures Wide range of illnesses Diagnostic uncertainty Narrow time windows Interruptions and distractions Shift work/Sleep disruption Shift changes
  • 14. Diagnostic error in the ED Radiology: 5% Missed injuries: 12% Cardiovascular 19% Respiratory: 30% Overall ~16%
  • 16. 88 Main Features of the ModelMain Features of the Model • We spend most of our time in System 1We spend most of our time in System 1 • Most heuristics and biases are in System 1Most heuristics and biases are in System 1 • Most errors occur in System 1Most errors occur in System 1 • Repetitive operations of System 2 >>> 1Repetitive operations of System 2 >>> 1 • System 2 override of System 1System 2 override of System 1 • System 1 override of System 2System 1 override of System 2 • Toggle functionToggle function • Cognitive Miser function (being comfortably numb)Cognitive Miser function (being comfortably numb)
  • 17. When does the Cognitive Miser kick in?When does the Cognitive Miser kick in? • All the time • Especially when the decision maker is fatigued • Especially when sleep deprived • Especially when feeling down/depressed • Especially when resources are limited • During overcrowding/limited resources
  • 18. So how do we becomeSo how do we become better decision makers?better decision makers?
  • 19. You aren’t thinking critically enough, so try harder
  • 20. Is trying harder going to work?Is trying harder going to work?
  • 21. The occasional smaccThe occasional smacc might wake some people upmight wake some people up
  • 22.
  • 23. What decision making needsWhat decision making needs • Increased awareness of importance of decision makingIncreased awareness of importance of decision making • Know operating characteristics of DPT modelKnow operating characteristics of DPT model • Teach the main cognitive and affective biasesTeach the main cognitive and affective biases • Promote metacognition, mindfulness, reflectionPromote metacognition, mindfulness, reflection • Promote critical thinkingPromote critical thinking • Raise awareness of conditions which may compromise decisionRaise awareness of conditions which may compromise decision making (fatigue, sleep deprivation, cognitive overload)making (fatigue, sleep deprivation, cognitive overload) • Teach cognitive debiasingTeach cognitive debiasing
  • 25. Major issuesMajor issues  Getting people to recognize there is a problem  Accepting that change must occur  Learning appropriate mindware
  • 28. We need toWe need to maintainmaintain a feral vigilancea feral vigilance to detect biaseto detect biases
  • 29. It ain’t easyIt ain’t easy Even though bias detectedEven though bias detected  Very unlikely one strategy works for allVery unlikely one strategy works for all  Need for multiple approachesNeed for multiple approaches  Very unlikely one shot will workVery unlikely one shot will work  Need for multiple innoculationsNeed for multiple innoculations  Need for extra vigilance in critical conditionsNeed for extra vigilance in critical conditions  Need for lifelong maintenanceNeed for lifelong maintenance
  • 30. The emerging cognitive debiasingThe emerging cognitive debiasing literature in medicineliterature in medicine
  • 31.
  • 32. No longer an option…