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41. Development and validation of early prediction models for new-onset functional impairment at hospital discharge of ICU admission

Author

Ohbe, Hiroyuki, Goto, Tadahiro, Nakamura, Kensuke, Matsui, Hiroki, and Yasunaga, Hideo

Subjects
Hospitals -- Japan, Machine learning -- Analysis, Hospital patients -- Prognosis, Health care industry
Abstract

Purpose We aimed to develop and validate models for predicting new-onset functional impairment after intensive care unit (ICU) admission with predictors routinely collected within 2 days of admission. Methods In this multi-center retrospective cohort study of acute care hospitals in Japan, we identified adult patients who were admitted to the ICU with independent activities of daily living before hospitalization and survived for at least 2 days from April 2014 to October 2020. The primary outcome was functional impairment defined as Barthel Index [less than or equal to] 60 at hospital discharge. In the internal validation dataset (April 2014 to March 2019), using routinely collected 94 candidate predictors within 2 days of ICU admission, we trained and tuned the six conventional and machine-learning models with repeated random sub-sampling cross-validation. We computed the variable importance of each predictor to the models. In the temporal validation dataset (April 2019 to October 2020), we measured the performance of these models. Results We identified 19,846 eligible patients. Functional impairment at discharge was developed in 33% of patients (n = 6488/19,846). In the temporal validation dataset, all six models showed good discrimination ability with areas under the curve above 0.86, and the differences among the six models were negligible. Variable importance revealed newly detected early predictors, including worsened neurologic conditions and catabolism biomarkers such as decreased serum albumin and increased blood urea nitrogen. Conclusion We successfully developed early prediction models of new-onset functional impairment after ICU admission that achieved high performance using only data routinely collected within 2 days of ICU admission., Author(s): Hiroyuki Ohbe [sup.1], Tadahiro Goto [sup.1] [sup.2], Kensuke Nakamura [sup.3], Hiroki Matsui [sup.1], Hideo Yasunaga [sup.1] Author Affiliations: (1) grid.26999.3d, 0000 0001 2151 536X, Department of Clinical Epidemiology and [...]

Published
2022
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