Theme issue 2019: Health Natural Language Processing

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Years in this theme: All years 2024 2021 2020

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Articles published in 2020 in this theme: 15 (scroll down to load remaining articles)

2020

Diagram of a deep learning model with GCN and Bi-LSTM layers for natural language processing.

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Document-Level Biomedical Relation Extraction Using Graph Convolutional Network and Multihead Attention: Algorithm Development and Validation

Jian Wang, Yu Zhang, Xiaoyu Chen, Yijia Zhang, Xin Wang, Jiabin Wen, Hongfei Lin, Zhihao Yang

JMIR Med Inform 2020 (Jul 31); 8(7):e17638

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Temporal Expression Classification and Normalization From Chinese Narrative Clinical Texts: Pattern Learning Approach

Xiaoyi Pan, Boyu Chen, Heng Weng, Yongyi Gong, Yingying Qu

JMIR Med Inform 2020 (Jul 27); 8(7):e17652

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Students filling out forms with pens at a desk

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Medical Knowledge Graph to Enhance Fraud, Waste, and Abuse Detection on Claim Data: Model Development and Performance Evaluation

Haixia Sun, Jin Xiao, Wei Zhu, Yilong He, Sheng Zhang, Xiaowei Xu, Li Hou, Jiao Li, Yuan Ni, Guotong Xie

JMIR Med Inform 2020 (Jul 23); 8(7):e17653

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Laptop displaying a form about human subjects and clinical trials, with a succulent plant nearby.

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An Ensemble Learning Strategy for Eligibility Criteria Text Classification for Clinical Trial Recruitment: Algorithm Development and Validation

Kun Zeng, Yingying Qu, Yibin Xu, Zhiwei Pan

JMIR Med Inform 2020 (Jul 01); 8(7):e17832

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Automatic Construction of a Depression-Domain Lexicon Based on Microblogs: Text Mining Study

Genghao Li, Bing Li, Langlin Huang, Sibing Hou

JMIR Med Inform 2020 (Jun 23); 8(6):e17650

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Toward Optimal Heparin Dosing by Comparing Multiple Machine Learning Methods: Retrospective Study

Longxiang Su, Chun Liu, Dongkai Li, Jie He, Fanglan Zheng, Huizhen Jiang, Hao Wang, Mengchun Gong, Na Hong, Weiguo Zhu, Yun Long

JMIR Med Inform 2020 (Jun 22); 8(6):e17648

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End-to-End Models to Imitate Traditional Chinese Medicine Syndrome Differentiation in Lung Cancer Diagnosis: Model Development and Validation

Ziqing Liu, Shixing Yan, Yong Wang, Tao Yang, Guo-Zheng Li, Haiyang He

JMIR Med Inform 2020 (Jun 16); 8(6):e17821

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Artificial Intelligence–Based Traditional Chinese Medicine Assistive Diagnostic System: Validation Study

Hong Zhang, Wandong Ni, Jing Li, Jiajun Zhang

JMIR Med Inform 2020 (Jun 15); 8(6):e17608

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Doctor examining elderly patient's wrist, medical care for seniors

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Predicting Onset of Dementia Using Clinical Notes and Machine Learning: Case-Control Study

Christopher A Hane, Vijay S Nori, William H Crown, Darshak M Sanghavi, Paul Bleicher

JMIR Med Inform 2020 (Jun 03); 8(6):e17819

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Laptop displaying a transformer model architecture with text, attention, and feed-forward networks.

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Document-Level Biomedical Relation Extraction Leveraging Pretrained Self-Attention Structure and Entity Replacement: Algorithm and Pretreatment Method Validation Study

Xiaofeng Liu, Jianye Fan, Shoubin Dong

JMIR Med Inform 2020 (May 29); 8(5):e17644

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Two people reviewing a daily report schedule and patient medication schedule at a desk with a laptop.

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A Method to Learn Embedding of a Probabilistic Medical Knowledge Graph: Algorithm Development

Linfeng Li, Peng Wang, Yao Wang, Shenghui Wang, Jun Yan, Jinpeng Jiang, Buzhou Tang, Chengliang Wang, Yuting Liu

JMIR Med Inform 2020 (May 21); 8(5):e17645

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Scientist using tablet with formulas in lab with microscope, beakers, and petri dish.

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A Graph Convolutional Network–Based Method for Chemical-Protein Interaction Extraction: Algorithm Development

Erniu Wang, Fan Wang, Zhihao Yang, Lei Wang, Yin Zhang, Hongfei Lin, Jian Wang

JMIR Med Inform 2020 (May 19); 8(5):e17643

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Close-up of a keyboard with illuminated keys, featuring letters like 'G', 'H', 'B', and 'N'.

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Multi-Level Representation Learning for Chinese Medical Entity Recognition: Model Development and Validation

Zhichang Zhang, Lin Zhu, Peilin Yu

JMIR Med Inform 2020 (May 04); 8(5):e17637

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Re-examination of Rule-Based Methods in Deidentification of Electronic Health Records: Algorithm Development and Validation

Zhenyu Zhao, Muyun Yang, Buzhou Tang, Tiejun Zhao

JMIR Med Inform 2020 (Apr 30); 8(4):e17622

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Woman struggling with insomnia, sitting on bed with pillow, lamp and water nearby

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