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Equity and AI Governance at Academic Medical Centers

Equity and AI Governance at Academic Medical Centers
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Michigan
United-states
Delaware
White-house
District-of-columbia
Ann-arbor
California
American
Healthc-amst
Van-calster
University-of-minnesota-school-public-health
Association-of-american-medical-colleges

Re: Making the black box more transparent: improving the reporting of artificial intelligence studies in healthcare

Re: Making the black box more transparent: improving the reporting of artificial intelligence studies in healthcare
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United-states
American
Van-calster
Predictive-analytics-in-health-care
Journal-of-the-american-medical-informatics-association
Dear-editor
Predictive-analytics
Health-care
American-medical-informatics-association
Intj-med
Multivariable-logistic-regression
Prognostic-prediction-studies

Why at least 100 events for prediction model development and validation?

Why at least 100 events for prediction model development and validation?
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Greenland
Lond-engl
Houwelingenh-meta
Van-calster
Dear-editor
Net-benefit
Can-machine-learning
Reliable-when
Only-one
Further-applications
Clinical-usefulness

The need for validation of prediction models and assessment of heterogeneity in performance

The need for validation of prediction models and assessment of heterogeneity in performance
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Brazil
Van-calster
Ewout-steyerberg
Springer-international-publishing
Prognosis-research-strategy
A-practical-approach-to-development
Dear-editor
Modeling-strategies
With-applications
Linear-models
Ordinal-regression
Survival-analysis

Evaluation of clinical prediction models (part 3): calculating the sample size required for an external validation study

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. External validation studies evaluate the performance of one or more prediction models (eg, developed previously using statistical, machine learning, or artificial intelligence approaches) in a different dataset to that used in the model development process.1 2 3 Part 2 in our series describes how to undertake a high quality external validation study,4 including the need to estimate model performance measures such as calibration (agreement between observed and predicted values), discrimination (separation between predicted values in those with and without an outcome event), o

United-kingdom
London
City-of
Scotland
Garys-collins
Lucinda-archer
Kym-ie-snell
Ben-van-calster
Thomas-pa-debray
Van-calster
Richardd-riley
Maarten-van-smeden

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