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. 2021 Jan 13;11:1164. doi: 10.1038/s41598-020-80856-3

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© The Author(s) 2021

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Most Influential Predictors Selected by the GBM for the Prediction of Preventable Hospitalizations, Preventable Emergency Department Visits, and Preventable Costs among Heart Failure Patients. Relative influence values range from 0 to 100 and indicate the relative contribution of a feature in predicting the outcome of interest. Relative influence from the GBM is plotted for the top 15 features of each of the three outcomes. The figure was edited using Adobe Illustrator Creative Cloud version 24.2.1²¹. LOS, Length of Stay; COPD, Chronic Obstructive Pulmonary Disease; ED, Emergency Department; GBM, Gradient Boosting Model; GP, General Practitioner; HF, Heart Failure.