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Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study
by
van Smeden, Maarten
, Debray, Thomas P A
, Collins, Gary S
, Ensor, Joie
, van Calster, Ben
, Snell, Kym I E
, Archer, Lucinda
, Riley, Richard D
in
Artificial intelligence
/ Calibration
/ Confidence intervals
/ COVID-19
/ Estimates
/ Humans
/ Machine learning
/ Models, Statistical
/ Performance evaluation
/ Prediction models
/ Probability
/ Prognosis
/ Research Methods & Reporting
/ Sample Size
/ Validation studies
2024
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Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study
by
van Smeden, Maarten
, Debray, Thomas P A
, Collins, Gary S
, Ensor, Joie
, van Calster, Ben
, Snell, Kym I E
, Archer, Lucinda
, Riley, Richard D
in
Artificial intelligence
/ Calibration
/ Confidence intervals
/ COVID-19
/ Estimates
/ Humans
/ Machine learning
/ Models, Statistical
/ Performance evaluation
/ Prediction models
/ Probability
/ Prognosis
/ Research Methods & Reporting
/ Sample Size
/ Validation studies
2024
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Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study
by
van Smeden, Maarten
, Debray, Thomas P A
, Collins, Gary S
, Ensor, Joie
, van Calster, Ben
, Snell, Kym I E
, Archer, Lucinda
, Riley, Richard D
in
Artificial intelligence
/ Calibration
/ Confidence intervals
/ COVID-19
/ Estimates
/ Humans
/ Machine learning
/ Models, Statistical
/ Performance evaluation
/ Prediction models
/ Probability
/ Prognosis
/ Research Methods & Reporting
/ Sample Size
/ Validation studies
2024
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Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study
Journal Article
Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study
2024
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Overview
An external validation study evaluates the performance of a prediction model in new data, but many of these studies are too small to provide reliable answers. In the third article of their series on model evaluation, Riley and colleagues describe how to calculate the sample size required for external validation studies, and propose to avoid rules of thumb by tailoring calculations to the model and setting at hand.
Publisher
British Medical Journal Publishing Group,BMJ Publishing Group LTD,BMJ Publishing Group Ltd
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