Integrating Structured and Unstructured Data with BERTopic and Machine Learning: A Comprehensive Predictive Model for Mortality in ICU Heart Failure Patients

Integrating Structured and Unstructured Data with BERTopic and Machine Learning: A Comprehensive Predictive Model for Mortality in ICU Heart Failure Patients

Heart failure remains a leading cause of mortality worldwide, particularly within Intensive Care Unit (ICU)-patient populations. This study introduces an innovative approach to predicting ICU mortality by seamlessly integrating electronic health record (EHR) data with a BERTopic-based hybrid machine...

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Bibliographic Details
Main Authors: Shih-Wei Wu, Cheng-Cheng Li, Te-Nien Chien, Chuan-Mei Chu
Format: Article
Language:English
Published: MDPI AG 2024-08-01
Series:Applied Sciences
Subjects:
electronic health records
heart failure
BERTopic
machine learning
healthcare
Online Access:https://www.mdpi.com/2076-3417/14/17/7546

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https://www.mdpi.com/2076-3417/14/17/7546

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