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Learning Curves for
Medical Education
Martin V. Pusic MD PhD
Division of Pediatric Emergency Medicine
Children’s Hospital of NY-Presbyterian
Columbia University
Acknowledgements
• Kathy Boutis MD
• Martin Pecaric PhD
• Royal College Medical Education Grants
Acknowledgements
Outline
• Learning Curve General Principles
• Medical Example of Learning Curves
• Implications
Ericsson 1993
What is the Atomic Unit of
Emergency Medicine Practice?
The Atomic Unit of Emergency
Medicine
DECISION
The Atomic Unit of Emergency
Medicine
DO TEST
DON’T
The Atomic Unit of Emergency
Medicine
TREAT
DON’T
TREAT
The Atomic Unit of Emergency
Medicine
ADMIT
DISCHARGE
The Atomic Unit of Emergency
Medicine
ADMIT
ADMIT
Rash
ECG
Radiograph
Ankle Radiology Example
• PERC collaborative project
• Div of Pediatric Emergency Medicine
– University of Toronto
– Columbia University
• Image Bank of 234 Ankle X-ray Cases
– Others in Development
Screen shot of application
Item Bank
Case 1
Item Bank
Case 1 Case2
Item Bank
. . .
Case 1 Case2 Case3 Case4 Case 5 Case xx
Advantages of Image Bank
• Fidelity
• Repetitive Deliberate Practice
Dilemma #1
How do we measure the learning?
2 x 2 Table
Significant
Pathology
+
No
Pathology
--
User
Says +
a b a+b
User
Says --
c d c+d
a+c b+d a+b+c+d
Ankle Study
• Recruited broad
spectrum of subjects:
• All responses logged
in a MySQL database
Medical
Students
20
Residents 6
Fellows 12
PEM 5
Radiologists 3
Results
• Five institutions participated
• Took approximately 4 hours to complete all 234
• Overall Cohen’s Effect Size for the intervention
was 0.55 (95% CI: -0.4, 1.5)
Five Levels of Expertise
-.50.511.52
dPrime
MS RES FELLOW PEM RAD
Dilemma #2
How do we detect the learning that is
happening along the way?
Five Levels of Expertise
-.50.511.52
dPrime
MS RES FELLOW PEM RAD
Rater 99 LR+ and LR-
0.00
0.50
1.00
1.50
2.00
2.50
3.00
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
Rater 101 LR+ and LR-
0.00
0.50
1.00
1.50
2.00
2.50
3.00
3.50
4.00
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
Rater 105 LR+ and LR-
0.00
0.50
1.00
1.50
2.00
2.50
3.00
3.50
4.00
4.50
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
Rater 107 LR+ and LR-
0.00
0.50
1.00
1.50
2.00
2.50
3.00
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
LR+ and LR-
0.00
1.00
2.00
3.00
4.00
5.00
6.00
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
Rater 84
Rater 107 LR+ and LR-
0.00
0.50
1.00
1.50
2.00
2.50
3.00
1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235
Case Number
LREstimate
LR-- LR+
Five Levels of Expertise
-.50.511.52
dPrime
MS RES FELLOW PEM RAD
0.1.2.3.4.5.6.7.8.91
(mean)dPrime
0 50 100 150 200 250
Sequence
MS RES
FELLOW PEM
RAD
dPrime
Summary
• Roughly 2/3rd
follow the Thurstone Pattern
• Not all curves same form:
– Medical Students Shallow Curves
– Residents and Fellows Steepest
– Attendings Plateau
• Overall Education Management
• Individual Feedback
Ericsson 1993
Distributed Practice
Ability to interpret heart sounds overAbility to interpret heart sounds over
time (Butterworth 1960)time (Butterworth 1960)
Outline
• Learning Curve General Principles
• Useful Parameters
• Medical Example of Learning Curves
• Examples abound
• Group vs. Individual Considerations
• Implications
• Trajectories more accurate representation
Learning Curves in Medical Education
Learning Curves in Medical Education

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Learning Curves in Medical Education

  • 1. Learning Curves for Medical Education Martin V. Pusic MD PhD Division of Pediatric Emergency Medicine Children’s Hospital of NY-Presbyterian Columbia University
  • 2. Acknowledgements • Kathy Boutis MD • Martin Pecaric PhD • Royal College Medical Education Grants Acknowledgements
  • 3. Outline • Learning Curve General Principles • Medical Example of Learning Curves • Implications
  • 4.
  • 5.
  • 7.
  • 8.
  • 9. What is the Atomic Unit of Emergency Medicine Practice?
  • 10. The Atomic Unit of Emergency Medicine DECISION
  • 11. The Atomic Unit of Emergency Medicine DO TEST DON’T
  • 12. The Atomic Unit of Emergency Medicine TREAT DON’T TREAT
  • 13. The Atomic Unit of Emergency Medicine ADMIT DISCHARGE
  • 14. The Atomic Unit of Emergency Medicine ADMIT ADMIT
  • 15. Rash
  • 16. ECG
  • 18. Ankle Radiology Example • PERC collaborative project • Div of Pediatric Emergency Medicine – University of Toronto – Columbia University • Image Bank of 234 Ankle X-ray Cases – Others in Development
  • 19. Screen shot of application
  • 20.
  • 21.
  • 22.
  • 23.
  • 26. Item Bank . . . Case 1 Case2 Case3 Case4 Case 5 Case xx
  • 27. Advantages of Image Bank • Fidelity • Repetitive Deliberate Practice
  • 28. Dilemma #1 How do we measure the learning?
  • 29. 2 x 2 Table Significant Pathology + No Pathology -- User Says + a b a+b User Says -- c d c+d a+c b+d a+b+c+d
  • 30. Ankle Study • Recruited broad spectrum of subjects: • All responses logged in a MySQL database Medical Students 20 Residents 6 Fellows 12 PEM 5 Radiologists 3
  • 31. Results • Five institutions participated • Took approximately 4 hours to complete all 234 • Overall Cohen’s Effect Size for the intervention was 0.55 (95% CI: -0.4, 1.5)
  • 32. Five Levels of Expertise -.50.511.52 dPrime MS RES FELLOW PEM RAD
  • 33. Dilemma #2 How do we detect the learning that is happening along the way?
  • 34. Five Levels of Expertise -.50.511.52 dPrime MS RES FELLOW PEM RAD
  • 35. Rater 99 LR+ and LR- 0.00 0.50 1.00 1.50 2.00 2.50 3.00 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+
  • 36. Rater 101 LR+ and LR- 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+
  • 37. Rater 105 LR+ and LR- 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00 4.50 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+
  • 38. Rater 107 LR+ and LR- 0.00 0.50 1.00 1.50 2.00 2.50 3.00 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+
  • 39. LR+ and LR- 0.00 1.00 2.00 3.00 4.00 5.00 6.00 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+ Rater 84
  • 40.
  • 41.
  • 42. Rater 107 LR+ and LR- 0.00 0.50 1.00 1.50 2.00 2.50 3.00 1 10 19 28 37 46 55 64 73 82 91 100 109 118 127 136 145 154 163 172 181 190 199 208 217 226 235 Case Number LREstimate LR-- LR+
  • 43.
  • 44. Five Levels of Expertise -.50.511.52 dPrime MS RES FELLOW PEM RAD
  • 45. 0.1.2.3.4.5.6.7.8.91 (mean)dPrime 0 50 100 150 200 250 Sequence MS RES FELLOW PEM RAD dPrime
  • 46. Summary • Roughly 2/3rd follow the Thurstone Pattern • Not all curves same form: – Medical Students Shallow Curves – Residents and Fellows Steepest – Attendings Plateau • Overall Education Management • Individual Feedback
  • 49. Ability to interpret heart sounds overAbility to interpret heart sounds over time (Butterworth 1960)time (Butterworth 1960)
  • 50. Outline • Learning Curve General Principles • Useful Parameters • Medical Example of Learning Curves • Examples abound • Group vs. Individual Considerations • Implications • Trajectories more accurate representation

Notas del editor

  1. Figure 1: The Thurstone learning curve where a measure of performance is graphed against time spent learning 
  2. Figure 1: The Thurstone learning curve where a measure of performance is graphed against time spent learning 
  3. For x-ray reading, lack of decline related to the quality of feedback on diagnoses provided in some clinical environments.