Theme Issue 2022: Health Natural Language Processing and Applications (CHIP)

Boosting Delirium Identification Accuracy With Sentiment-Based Natural Language Processing: Mixed Methods Study

Lu Wang, Yilun Zhang, Mark Chignell, Baizun Shan, Kathleen A Sheehan, Fahad Razak, Amol Verma

JMIR Med Inform 2022 (Dec 20); 10(12):e38161

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Implementation of Machine Learning Pipelines for Clinical Practice: Development and Validation Study

Lara J Kanbar, Benjamin Wissel, Yizhao Ni, Nathan Pajor, Tracy Glauser, John Pestian, Judith W Dexheimer

JMIR Med Inform 2022 (Dec 16); 10(12):e37833

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Medical Text Simplification Using Reinforcement Learning (TESLEA): Deep Learning–Based Text Simplification Approach

Atharva Phatak, David W Savage, Robert Ohle, Jonathan Smith, Vijay Mago

JMIR Med Inform 2022 (Nov 18); 10(11):e38095

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A Transfer Learning Approach to Correct the Temporal Performance Drift of Clinical Prediction Models: Retrospective Cohort Study

Xiangzhou Zhang, Yunfei Xue, Xinyu Su, Shaoyong Chen, Kang Liu, Weiqi Chen, Mei Liu, Yong Hu

JMIR Med Inform 2022 (Nov 09); 10(11):e38053

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Developing an Automated Assessment of In-session Patient Activation for Psychological Therapy: Codevelopment Approach

Sam Malins, Grazziela Figueredo, Tahseen Jilani, Yunfei Long, Jacob Andrews, Mat Rawsthorne, Cosmin Manolescu, Jeremie Clos, Fred Higton, David Waldram, Daniel Hunt, Elvira Perez Vallejos, Nima Moghaddam

JMIR Med Inform 2022 (Nov 08); 10(11):e38168

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Classifying Comments on Social Media Related to Living Kidney Donation: Machine Learning Training and Validation Study

Mohsen Asghari, Joshua Nielsen, Monica Gentili, Naoru Koizumi, Adel Elmaghraby

JMIR Med Inform 2022 (Nov 08); 10(11):e37884

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Identifying Patients With Heart Failure Who Are Susceptible to De Novo Acute Kidney Injury: Machine Learning Approach

Caogen Hong, Zhoujian Sun, Yuzhe Hao, Zhanghuiya Dong, Zhaodan Gu, Zhengxing Huang

JMIR Med Inform 2022 (Oct 14); 10(10):e37484

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One Clinician Is All You Need–Cardiac Magnetic Resonance Imaging Measurement Extraction: Deep Learning Algorithm Development

Pulkit Singh, Julian Haimovich, Christopher Reeder, Shaan Khurshid, Emily S Lau, Jonathan W Cunningham, Anthony Philippakis, Christopher D Anderson, Jennifer E Ho, Steven A Lubitz, Puneet Batra

JMIR Med Inform 2022 (Sep 16); 10(9):e38178

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Mining Severe Drug Hypersensitivity Reaction Cases in Pediatric Electronic Health Records: Methodology Development and Applications

Yuncui Yu, Qiuye Zhao, Wang Cao, Xiaochuan Wang, Yanming Li, Yuefeng Xie, Xiaoling Wang

JMIR Med Inform 2022 (Sep 13); 10(9):e37812

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Identification of Preterm Labor Evaluation Visits and Extraction of Cervical Length Measures from Electronic Health Records Within a Large Integrated Health Care System: Algorithm Development and Validation

Fagen Xie, Nehaa Khadka, Michael J Fassett, Vicki Y Chiu, Chantal C Avila, Jiaxiao Shi, Meiyu Yeh, Aniket Kawatkar, Nana A Mensah, David A Sacks, Darios Getahun

JMIR Med Inform 2022 (Sep 06); 10(9):e37896

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Leveraging Representation Learning for the Construction and Application of a Knowledge Graph for Traditional Chinese Medicine: Framework Development Study

Heng Weng, Jielong Chen, Aihua Ou, Yingrong Lao

JMIR Med Inform 2022 (Sep 02); 10(9):e38414

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Identifying the Perceived Severity of Patient-Generated Telemedical Queries Regarding COVID: Developing and Evaluating a Transfer Learning–Based Solution

Joseph Gatto, Parker Seegmiller, Garrett Johnston, Sarah Masud Preum

JMIR Med Inform 2022 (Sep 02); 10(9):e37770

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Multicenter Validation of Natural Language Processing Algorithms for the Detection of Common Data Elements in Operative Notes for Total Hip Arthroplasty: Algorithm Development and Validation

Peijin Han, Sunyang Fu, Julie Kolis, Richard Hughes, Brian R Hallstrom, Martha Carvour, Hilal Maradit-Kremers, Sunghwan Sohn, VG Vinod Vydiswaran

JMIR Med Inform 2022 (Aug 31); 10(8):e38155

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Search Term Identification Methods for Computational Health Communication: Word Embedding and Network Approach for Health Content on YouTube

Chau Tong, Drew Margolin, Rumi Chunara, Jeff Niederdeppe, Teairah Taylor, Natalie Dunbar, Andy J King

JMIR Med Inform 2022 (Aug 30); 10(8):e37862

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Perceptions and Discussions of Snus on Twitter: Observational Study

Jiarui Chen, Siyu Xue, Zidian Xie, Dongmei Li

JMIR Med Inform 2022 (Aug 29); 10(8):e38174

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Synergy Between Public and Private Health Care Organizations During COVID-19 on Twitter: Sentiment and Engagement Analysis Using Forecasting Models

Aditya Singhal, Manmeet Kaur Baxi, Vijay Mago

JMIR Med Inform 2022 (Aug 18); 10(8):e37829

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Exploiting Intersentence Information for Better Question-Driven Abstractive Summarization: Algorithm Development and Validation

Xin Wang, Jian Wang, Bo Xu, Hongfei Lin, Bo Zhang, Zhihao Yang

JMIR Med Inform 2022 (Aug 15); 10(8):e38052

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Identifying Patients Who Meet Criteria for Genetic Testing of Hereditary Cancers Based on Structured and Unstructured Family Health History Data in the Electronic Health Record: Natural Language Processing Approach

Jianlin Shi, Keaton L Morgan, Richard L Bradshaw, Se-Hee Jung, Wendy Kohlmann, Kimberly A Kaphingst, Kensaku Kawamoto, Guilherme Del Fiol

JMIR Med Inform 2022 (Aug 11); 10(8):e37842

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Emotion-Based Reinforcement Attention Network for Depression Detection on Social Media: Algorithm Development and Validation

Bin Cui, Jian Wang, Hongfei Lin, Yijia Zhang, Liang Yang, Bo Xu

JMIR Med Inform 2022 (Aug 09); 10(8):e37818

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A Syntactic Information–Based Classification Model for Medical Literature: Algorithm Development and Validation Study

Wentai Tang, Jian Wang, Hongfei Lin, Di Zhao, Bo Xu, Yijia Zhang, Zhihao Yang

JMIR Med Inform 2022 (Aug 02); 10(8):e37817

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