Machine-learning-based cost prediction models for inpatients with mental disorders in China

Machine learning algorithms, particularly RF algorithm, enhance accuracy of predicting ADHC for mental health patients. The findings of this study provide evidence for setting up more reasonable insurance payment standards for inpatients with mental disorders and support resource allocation in clinical practice.

Authors

Xi Tu
Xiaodong Luo (ORCID: https://orcid.org/0000-0002-0734-862X)
Yuxuan Ma (ORCID: https://orcid.org/0000-0002-0925-8417)
Linlin Hu (ORCID: https://orcid.org/0000-0001-6213-8732)
Chen Wang

Institutions

Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
Peking Union Medical College Hospital (CN)
National Clinical Research Center for Digestive Diseases (CN)
Jinhua Central Hospital (CN)

Publication Details

Journal: BMC Psychiatry
Published: 2025-01-09
DOI: https://doi.org/10.1186/s12888-024-06358-y
Citations: 2
Primary Topic: Mental Health Treatment and Access
Type: article
Field-Weighted Citation Impact: 4.88

Funders

Chinese Academy of Medical Sciences
Chinese Academy of Engineering

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article

Machine-learning-based cost prediction models for inpatients with mental disorders in China

Xi Tu, Xiaodong Luo, Yuxuan Ma, Linlin Hu et al.

Jan 9, 2025

2 citations

BMC Psychiatry

Mental Health Treatment and Access

4.88

article

Machine-learning-based cost prediction models for inpatients with mental disorders in China

Xi Tu, Xiaodong Luo, Yuxuan Ma, Linlin Hu, Chen Wang

January 9, 2025article en

2 citations

Abstract

Machine learning algorithms, particularly RF algorithm, enhance accuracy of predicting ADHC for mental health patients. The findings of this study provide evidence for setting up more reasonable insurance payment standards for inpatients with mental disorders and support resource allocation in clinical practice.

BMC PsychiatryVol. 25(1)

Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Peking Union Medical College Hospital (CN), National Clinical Research Center for Digestive Diseases (CN), Jinhua Central Hospital (CN)

Chinese Academy of Medical Sciences, Chinese Academy of Engineering

Decent work and economic growth

Openalex Percentile: Top 8%

Mental Health Treatment and Access

4.88

DOI Open Access PDF OpenAlex

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Machine-learning-based cost prediction models for inpatients with mental disorders in China — Xi Tu, Xiaodong Luo, et al. · BMC Psychiatry (2025) | TGRS Research Map | TGRS