Machine Learning and Deep Learning in Data Analytics and Predictive Analytics of Physiological Data

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ORIGINAL RESEARCH

Published on 03 Sep 2025

Real-world data-driven early warning system for risk-stratified liver injury in hospitalized COVID-19 patients—Machine learning models for clinical decision support

Yuanguo Xiong
Xu Cai
Xin Lai
Yuwen Wang
Hao Xin
Wei Song
Feng Lv
Xianxi Guo
Ge Yang
Yue Wu

doi 10.3389/fpubh.2025.1566260

1,339 views

ORIGINAL RESEARCH

Published on 11 Jul 2025

Visceral obesity anthropometric indicators as predictors of acute pancreatitis severity

Kaier Gu
Wenxuan Shang
Dingzhou Wang

doi 10.3389/fmed.2025.1536090

1,252 views
1 citation

REVIEW

Published on 04 Jun 2025

Prediction models for intraventricular hemorrhage in very preterm infants: a systematic review

Ping Xiong
Yonggang Wei
Lei Li
Houxin Kang
Zhangbin Yu
Hong Tang
Yuanlin Pu

doi 10.3389/fped.2025.1605145

1,304 views

ORIGINAL RESEARCH

Published on 09 Apr 2025

Application of Elastic networks and Bayesian networks to explore influencing factors associated with arthritis in middle-aged and older adults in the Chinese community

Tao Zhong
Tianlun Li
Jiapei Hu
Jiayi Hu
Li Jin
Yuxuan Xie
Bin Ma
Dailun Hu

doi 10.3389/fpubh.2025.1437213

2,014 views
1 citation

ORIGINAL RESEARCH

Published on 31 Mar 2025

A weakly supervised deep learning framework for automated PD-L1 expression analysis in lung cancer

Feng Jiao
Zhanxian Shang
Hongmin Lu
Peilin Chen
Shiting Chen
Jiayi Xiao
Fuchuang Zhang
Dadong Zhang
Chunxin Lv
Yuchen Han

doi 10.3389/fimmu.2025.1540087

1,683 views
1 citation

ORIGINAL RESEARCH

Published on 23 Jan 2025

The role of CTGF and MFG-E8 in the prognosis assessment of SCAP: a study combining machine learning and nomogram analysis

Tingting Lin
Huimin Wan
Jie Ming
Yifei Liang
Linxin Ran
Jingjing Lu

doi 10.3389/fimmu.2025.1446415

1,855 views
1 citation

ORIGINAL RESEARCH

Published on 09 Oct 2024

Identifying fatigue of climbing workers using physiological data based on the XGBoost algorithm

Yonggang Xu
Qingzhi Jian
Kunshuang Zhu
Mingjun Wang
Wei Hou
Zichao Gong
Mingkai Xu
Kai Cui

doi 10.3389/fpubh.2024.1462675

1,027 views
3 citations

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Frontiers in Network Physiology

Information Theory
Systems Interactions and Organ Networks
Networks of Dynamical Systems
Fractal Physiology
Networks in the Brain System

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Articles

Real-world data-driven early warning system for risk-stratified liver injury in hospitalized COVID-19 patients—Machine learning models for clinical decision support

Visceral obesity anthropometric indicators as predictors of acute pancreatitis severity

Prediction models for intraventricular hemorrhage in very preterm infants: a systematic review

Application of Elastic networks and Bayesian networks to explore influencing factors associated with arthritis in middle-aged and older adults in the Chinese community

A weakly supervised deep learning framework for automated PD-L1 expression analysis in lung cancer

The role of CTGF and MFG-E8 in the prognosis assessment of SCAP: a study combining machine learning and nomogram analysis

Identifying fatigue of climbing workers using physiological data based on the XGBoost algorithm

Frontiers in Network Physiology

Information Theory

Systems Interactions and Organ Networks

Networks of Dynamical Systems

Fractal Physiology

Networks in the Brain System