Crystal balls for PD care: How predictive models can help us see ahead

Care teams and patients want to know what happens next, and researchers have put together a lot of tools, such as predictive models, to help them predict the future. While these researchers are well-intentioned, the tools they develop are not always helpful. Most researchers know enough to perform various tests of their predictive models, such as statistical tests that answer the question: "Are the predictions based on this model better than a coin flip?" We urge researchers to add another test to their existing lists: "Does this model tell care teams anything they don't already know?"

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Publication Details

Journal
Peritoneal Dialysis International
Published
2026-01-21
DOI
https://doi.org/10.1177/08968608251413925
Primary Topic
Healthcare Operations and Scheduling Optimization
Type
article
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article

Crystal balls for PD care: How predictive models can help us see ahead

Keith McCullough, Lisa Henn, Dean Tsai
Peritoneal Dialysis International
Healthcare Operations and Scheduling Optimization
article

Crystal balls for PD care: How predictive models can help us see ahead

Keith McCullough, Lisa Henn, Dean Tsai
article en

Abstract

Care teams and patients want to know what happens next, and researchers have put together a lot of tools, such as predictive models, to help them predict the future. While these researchers are well-intentioned, the tools they develop are not always helpful. Most researchers know enough to perform various tests of their predictive models, such as statistical tests that answer the question: "Are the predictions based on this model better than a coin flip?" We urge researchers to add another test to their existing lists: "Does this model tell care teams anything they don't already know?"

Peritoneal Dialysis InternationalVol. 46(2)
Southern Nevada Health District (US), Arbor Research Collaborative for Health (US), Nevada Division of Public and Behavioral Health (US)
Openalex Percentile: Top 83%
Healthcare Operations and Scheduling Optimization
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Crystal balls for PD care: How predictive models can help us see ahead — Keith McCullough, Lisa Henn, et al. · Peritoneal Dialysis International (2026) | TGRS Research Map | TGRS