An improved comorbidity summary score for measuring disease burden and predicting mortality with applications to two national cohorts

DOI10.1080/03610926.2018.1498896OpenAlexW2897531015MaRDI QIDQ5076926

Leonard E. Egede, Robert Neal Axon, Clara Libby E. Dismuke, Lewis J. Frey, Kelly J. Hunt, Viswanathan Ramakrishnan, Mulugeta Gebregziabher, Ralph C. Ward

Publication date: 17 May 2022

Published in: Communications in Statistics - Theory and Methods (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610926.2018.1498896

zbMATH Keywords

machine learningBayesian predictionadministrative healthcare datacomorbidity indexcomorbidity summary scoreICD system

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10)

Uses Software

• glmnet
• BartPy

Cites Work

• Unnamed Item
• BART: Bayesian additive regression trees
• Regularization and Variable Selection Via the Elastic Net
• Model Selection and Estimation in Regression with Grouped Variables
• Ridge Regression: Biased Estimation for Nonorthogonal Problems
• Random forests

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