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Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model
AIMS: Crohn's disease (CD) is a global disease that is dramatically increasing. This study aimed to identify the primary drivers of hospitalization expenses for CD patients to provide guidance on the allocation and control of health care costs. METHODS: This study retrospectively collected the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9500361/ https://www.ncbi.nlm.nih.gov/pubmed/36159299 http://dx.doi.org/10.3389/fpubh.2022.925616 |
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author | Wu, Li Lv, Zhijie Lai, Linjing Zhou, Penglei |
author_facet | Wu, Li Lv, Zhijie Lai, Linjing Zhou, Penglei |
author_sort | Wu, Li |
collection | PubMed |
description | AIMS: Crohn's disease (CD) is a global disease that is dramatically increasing. This study aimed to identify the primary drivers of hospitalization expenses for CD patients to provide guidance on the allocation and control of health care costs. METHODS: This study retrospectively collected the homepage data of the electronic medical records of CD patients in two tertiary hospitals in Zhejiang Province, China, from January 2016 to December 2021. The influencing factors of hospitalization expenses for CD were analyzed. A linear mixed model with least absolute shrinkage (LASSO-LMM) was used to develop a predictive model for hospitalization expenses for CD patients. RESULTS: A total of 4,437 CD patients were analyzed in this study. CD patients' age, length of hospital stay, admission route, comorbidities, and main treatment were found to be statistically significant variables for CD patients' hospitalization expenses. The AIC and BIC of LASSO-LMM model were 319.033 and 306.241, respectively. Patients who were older, had a longer hospital stay, and had comorbidities had higher hospitalization expenses. The hospitalization expenses of outpatients were lower than those of emergency patients. The weight of surgical treatment was the highest among three treatments (0.602). CONCLUSIONS: Identifying and examining factors that influence hospitalization expenses for CD patients can help to control healthcare expenditures. Treatment mode was the most important impact on CD hospitalization expenses. Medical security departments can consider implement personalized and precise hospitalization expense compensation scheme base on LASSO-LMM prediction model in the future. |
format | Online Article Text |
id | pubmed-9500361 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95003612022-09-24 Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model Wu, Li Lv, Zhijie Lai, Linjing Zhou, Penglei Front Public Health Public Health AIMS: Crohn's disease (CD) is a global disease that is dramatically increasing. This study aimed to identify the primary drivers of hospitalization expenses for CD patients to provide guidance on the allocation and control of health care costs. METHODS: This study retrospectively collected the homepage data of the electronic medical records of CD patients in two tertiary hospitals in Zhejiang Province, China, from January 2016 to December 2021. The influencing factors of hospitalization expenses for CD were analyzed. A linear mixed model with least absolute shrinkage (LASSO-LMM) was used to develop a predictive model for hospitalization expenses for CD patients. RESULTS: A total of 4,437 CD patients were analyzed in this study. CD patients' age, length of hospital stay, admission route, comorbidities, and main treatment were found to be statistically significant variables for CD patients' hospitalization expenses. The AIC and BIC of LASSO-LMM model were 319.033 and 306.241, respectively. Patients who were older, had a longer hospital stay, and had comorbidities had higher hospitalization expenses. The hospitalization expenses of outpatients were lower than those of emergency patients. The weight of surgical treatment was the highest among three treatments (0.602). CONCLUSIONS: Identifying and examining factors that influence hospitalization expenses for CD patients can help to control healthcare expenditures. Treatment mode was the most important impact on CD hospitalization expenses. Medical security departments can consider implement personalized and precise hospitalization expense compensation scheme base on LASSO-LMM prediction model in the future. Frontiers Media S.A. 2022-09-09 /pmc/articles/PMC9500361/ /pubmed/36159299 http://dx.doi.org/10.3389/fpubh.2022.925616 Text en Copyright © 2022 Wu, Lv, Lai and Zhou. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Wu, Li Lv, Zhijie Lai, Linjing Zhou, Penglei Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title | Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title_full | Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title_fullStr | Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title_full_unstemmed | Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title_short | Assessment of influencing factors of hospitalization expenses for Crohn's disease patients: Based on LASSO and linear mixed model |
title_sort | assessment of influencing factors of hospitalization expenses for crohn's disease patients: based on lasso and linear mixed model |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9500361/ https://www.ncbi.nlm.nih.gov/pubmed/36159299 http://dx.doi.org/10.3389/fpubh.2022.925616 |
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