Medical Knowledge-Assisted Machine Learning Technologies in Individualized Medicine Volume III

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ORIGINAL RESEARCH

Published on 07 Sep 2026

Clinically informed preoperative risk stratification for MRI-defined non gross-total resection in nonfunctioning pituitary neuroendocrine tumors: a single-center internal validation study

Shuting Yang
Haosen Jiao
Xuan Zheng
Chengbin Duan
Weiyu Hu
Dimin Zhu
Jinping Chen
Zongming Wang
Wenli Chen

doi 10.3389/fphys.2026.1948507

229 views

ORIGINAL RESEARCH

Published on 19 Aug 2026

Patient education for neuromyelitis optica spectrum disorder using large language models: combining expert assessment and real-world patient interaction

Chen Li
Yuting Hu
Xiaoyan Wang
Ruoyi Yao
Jiahao Ye
Shanshan Diao
Yanhui Xiao
Yingming Wang
Mingying Lai
Weihua Yang

doi 10.3389/fphys.2026.1923189

474 views

ORIGINAL RESEARCH

Published on 14 Aug 2026

Structured MOAKS-based MRI features for predicting medial joint space narrowing progression: a comparative osteoarthritis initiative study

Minggui Bao
Ahmad Alkhatatbeh
Jiankun Xu
Hongjiang Chen
Zhonglian Huang
Xiaohui Lu
Tariq Alkhatatbeh
Jun Hu

doi 10.3389/fphys.2026.1908547

549 views

SYSTEMATIC REVIEW

Published on 05 Aug 2026

Artificial intelligence for pathologic myopia classification based on the META-PM system: a systematic review and meta-analysis

Yuting Hu
Xiaoyan Wang
Yuke Ji
Yuming Chen
Ziqi Liang
Sheng Wu
Mingying Lai
Weihua Yang

doi 10.3389/fphys.2026.1909816

555 views

ORIGINAL RESEARCH

Published on 25 Jun 2026

Deep learning based automated HER2 score prediction using immunohistochemistry histopathological images: a dual-center study

Juan Ma
Lijun Song
Mireguli Damaola
Mei Zhang
Yi You
Xiongling Tian
Abudushalamu Abulaiti
Diliaremi Aihaiti
Mayidili Nijiati

doi 10.3389/fphys.2026.1868102

1,077 views

ORIGINAL RESEARCH

Published on 10 Jun 2026

Standard knee radiographs enable deep learning inference of MRI-defined cartilage and meniscal damage in early knee osteoarthritis: a study using the osteoarthritis initiative database

Tariq Alkhatatbeh
Ahmad Alkhatatbeh
Hao Liao
Yan Liao
Zhilin Zhang
Hang Fang
Weidong Chen
Dongfeng Wu
Rongkai Zhang

doi 10.3389/fphys.2026.1858407

1,110 views

ORIGINAL RESEARCH

Published on 15 May 2026

Interpretable multi-center machine learning model driven by facial image features for non-invasive early risk assessment of lung cancer

Yulin Shi
Yi Chun
Shuyi Zhang
Xiaoyan Xu
Wenlian Chen
Lijing Jiao
Lixin Wang
Liping Tu
Jiatuo Xu

doi 10.3389/fphys.2026.1835790

1,529 views

ORIGINAL RESEARCH

Published on 15 May 2026

FGA-Net: Fourier-guided attention network for feature enhancement in colorectal cancer digital pathology images

Liqun Li
Yiwen Zhang
Kun Wang
Jiandong Tai
Lei Chen

doi 10.3389/fphys.2026.1853691

1,019 views

ORIGINAL RESEARCH

Published on 01 May 2026

A 2.5D multichannel deep learning model using contrast-enhanced ultrasound for predicting malignancy in breast nodules: a two-center study

Jianfeng Xie
Yan He
Jiuhe Zhu
Cuiyun Liu
Jiayuan Zhan
Lang Wang
Shaoyun Zhang
Wenjian Qin
Kun Sun

doi 10.3389/fphys.2026.1820868

1,329 views

ORIGINAL RESEARCH

Published on 29 Apr 2026

Prior-guided feature fusion for tongue image-based gastrointestinal disease auxiliary diagnosis

Ying Zhu
Zili Zhou
Yuchao Cheng
Jiayu Zhang
Hong Mao
Ling He
Jing Zhang

doi 10.3389/fphys.2026.1811717

1,279 views

TECHNOLOGY AND CODE

Published on 22 Apr 2026

A systematic evaluation of explainable AI methods for high-dimensional transcriptome-based cancer survival prediction

Yiyi Zuo
Shuting Yang
Wenxue Zhao

doi 10.3389/fphys.2026.1830956

1,701 views
2 citations

REVIEW

Published on 16 Apr 2026

AI-enhanced non-invasive monitoring of critical biochemical analytes in perioperative care: a review of signal processing and clinical applications

Xiang Li
Jizhou Wang
Xiaoqin Jiang
Na Hu
Dongxu Chen

doi 10.3389/fphys.2026.1794432

1,985 views

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Frontiers in Molecular Biosciences

Molecular Diagnostics and Therapeutics

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Frontiers in Immunology
- Systems Immunology
- 7.0 impact factor
- 11.3 citescore
Frontiers in Physiology
- Computational Physiology and Medicine
- 4.3 impact factor
- 8.0 citescore

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Articles

Clinically informed preoperative risk stratification for MRI-defined non gross-total resection in nonfunctioning pituitary neuroendocrine tumors: a single-center internal validation study

Patient education for neuromyelitis optica spectrum disorder using large language models: combining expert assessment and real-world patient interaction

Structured MOAKS-based MRI features for predicting medial joint space narrowing progression: a comparative osteoarthritis initiative study

Artificial intelligence for pathologic myopia classification based on the META-PM system: a systematic review and meta-analysis

Deep learning based automated HER2 score prediction using immunohistochemistry histopathological images: a dual-center study

Standard knee radiographs enable deep learning inference of MRI-defined cartilage and meniscal damage in early knee osteoarthritis: a study using the osteoarthritis initiative database

Interpretable multi-center machine learning model driven by facial image features for non-invasive early risk assessment of lung cancer

FGA-Net: Fourier-guided attention network for feature enhancement in colorectal cancer digital pathology images

A 2.5D multichannel deep learning model using contrast-enhanced ultrasound for predicting malignancy in breast nodules: a two-center study

Prior-guided feature fusion for tongue image-based gastrointestinal disease auxiliary diagnosis

A systematic evaluation of explainable AI methods for high-dimensional transcriptome-based cancer survival prediction

AI-enhanced non-invasive monitoring of critical biochemical analytes in perioperative care: a review of signal processing and clinical applications

Frontiers in Molecular Biosciences

Molecular Diagnostics and Therapeutics

Other participating journals

Frontiers in Immunology

Systems Immunology

Frontiers in Physiology

Computational Physiology and Medicine