TileCal Electronics A Status Report J. Pilcher 17-Sept-1998.
Pilcher, David — Prediction in Critical Care: Science, Art or Foolishness?
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Transcript of Pilcher, David — Prediction in Critical Care: Science, Art or Foolishness?
Prediction in Critical CareScience, Art or Foolishness
David Pilcher@Intensive DaveThe Alfred Hospital & ANZICS CORE
Michael
65 yrs
83kg 174cm
Sepsis
23rd October 1998634 BC
1st January 200021st December 2012
26th April 2026
Predictions are common.
Predictions are common.
“I do a bit of modelling….”
Predictions are common.
“I do a bit of modelling….”
Predictions are common.
Discrimination Calibration Validation
Discrimination Calibration Validation
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1- specificity
Binary Outcomes Only
Discrimination Calibration Validation
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100%
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Sen
siti
vity
1- specificity
Binary Outcomes Only
Discrimination Calibration Validation
0%
20%
40%
60%
80%
100%
0% 20% 40% 60% 80% 100%
Sen
siti
vity
1- specificity
Binary Outcomes Only
Discrimination Calibration Validation
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100%
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Binary Outcomes Only
Burns
Discrimination Calibration Validation
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0% 20% 40% 60% 80% 100%
Sen
siti
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1- specificity
BurnsArea under Receiver Operator
Characteristic = 0.92
Discrimination Calibration Validation
0%
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0% 20% 40% 60% 80% 100%
50yrs
+ = 50%40%
Mortality
Sen
siti
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1- specificity
BurnsArea under Receiver Operator
Characteristic = 0.92
Discrimination Calibration Validation
0%
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80%
100%
0% 20% 40% 60% 80% 100%
50yrs
+ = 50%60%
Mortality
Sen
siti
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1- specificity
Area under Receiver Operator
Characteristic = 0.92 Burns
Discrimination Calibration Validation
0%
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0% 20% 40% 60% 80% 100%
Sen
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Mo
rtal
ity
Year
Predicted Mortality from APACHE III
Observed Mortality
APACHE
Acute Physiology and Chronic Health
Area under Receiver Operator
Characteristic = 0.88
0%
2%
4%
6%
8%
10%
12%
14%
Year
Discrimination Calibration Validation
0%
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40%
60%
80%
100%
0% 20% 40% 60% 80% 100%
Sen
siti
vity
1- specificity
APACHE III
Observed Mortality
ANZ Risk of Death
Area under Receiver Operator
Characteristic = 0.90
0%
2%
4%
6%
8%
10%
12%
14%
Year
Discrimination Calibration Validation
0%
20%
40%
60%
80%
100%
0% 20% 40% 60% 80% 100%
Sen
siti
vity
1- specificity
Observed Mortality
ANZ Risk of Death
Area under Receiver Operator
Characteristic = 0.90
ANZROD
Michael
65 yrs
83kg 174cm
Sepsis Is your ICU any good?
Is your ICU any good?
Observed DeathsPredicted Deaths=Standardised
Mortality Ratio
Michael
65 yrs
83kg 174cm
Sepsis
Is your ICU any good?0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
0 200 400 600 800 1000 1200 1400
Number of admissions
More deaths than predicted
Less deaths than predicted
Stan
dar
dis
ed M
ort
alit
y R
atioMichael
65 yrs
83kg 174cm
Sepsis
Is your ICU any good?0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
0 200 400 600 800 1000 1200 1400
Number of admissions
More deaths than predicted
Less deaths than predicted
Stan
dar
dis
ed M
ort
alit
y R
atioMichael
65 yrs
83kg 174cm
Sepsis
23rd October 1998634 BC
1st January 200021st December 2012
26th April 2026
Predictions are common.
23rd October 1998634 BC
1st January 200021st December 2012
26th April 2026
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs26th April 2026
0%
5%
10%
15%
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25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
0%
5%
10%
15%
20%
25%
30%
35%
40%
Mo
rtal
ity
Year
Declining Mortality for Sepsis & Septic Shock in ANZ ICUs
Predictions are important. They tell us where are now and where we could be in the future.
Thank you@IntensiveDave
Calibration ValidationDiscrimination