Natural Language Processing

Chinese Clinical Named Entity Recognition With Segmentation Synonym Sentence Synthesis Mechanism: Algorithm Development and Validation

Jian Tang, Zikun Huang, Hongzhen Xu, Hao Zhang, Hailing Huang, Minqiong Tang, Pengsheng Luo, Dong Qin

JMIR Med Inform 2024 (Nov 21); 12:e60334

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Bidirectional Long Short-Term Memory–Based Detection of Adverse Drug Reaction Posts Using Korean Social Networking Services Data: Deep Learning Approaches

Chung-Chun Lee, Seunghee Lee, Mi-Hwa Song, Jong-Yeup Kim, Suehyun Lee

JMIR Med Inform 2024 (Nov 20); 12:e45289

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Evaluation Framework of Large Language Models in Medical Documentation: Development and Usability Study

Junhyuk Seo, Dasol Choi, Taerim Kim, Won Chul Cha, Minha Kim, Haanju Yoo, Namkee Oh, YongJin Yi, Kye Hwa Lee, Edward Choi

J Med Internet Res 2024 (Nov 20); 26:e58329

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Using Large Language Models to Abstract Complex Social Determinants of Health From Original and Deidentified Medical Notes: Development and Validation Study

Alexandra Ralevski, Nadaa Taiyab, Michael Nossal, Lindsay Mico, Samantha Piekos, Jennifer Hadlock

J Med Internet Res 2024 (Nov 19); 26:e63445

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Exploring the Perspectives of Older Adults on a Digital Brain Health Platform Using Natural Language Processing: Cohort Study

Huitong Ding, Katherine Gifford, Ludy C Shih, Kristi Ho, Salman Rahman, Akwaugo Igwe, Spencer Low, Zachary Popp, Edward Searls, Zexu Li, Sanskruti Madan, Alexa Burk, Phillip H Hwang, Ileana De Anda-Duran, Vijaya B Kolachalama, Rhoda Au, Honghuang Lin

JMIR Form Res 2024 (Nov 18); 8:e60453

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AI for Analyzing Mental Health Disorders Among Social Media Users: Quarter-Century Narrative Review of Progress and Challenges

David Owen, Amy J Lynham, Sophie E Smart, Antonio F Pardiñas, Jose Camacho Collados

J Med Internet Res 2024 (Nov 15); 26:e59225

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Examining the Role of Large Language Models in Orthopedics: Systematic Review

Cheng Zhang, Shanshan Liu, Xingyu Zhou, Siyu Zhou, Yinglun Tian, Shenglin Wang, Nanfang Xu, Weishi Li

J Med Internet Res 2024 (Nov 15); 26:e59607

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Enhancing Bias Assessment for Complex Term Groups in Language Embedding Models: Quantitative Comparison of Methods

Magnus Gray, Mariofanna Milanova, Leihong Wu

JMIR Med Inform 2024 (Nov 12); 12:e60272

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Enhancement of the Performance of Large Language Models in Diabetes Education through Retrieval-Augmented Generation: Comparative Study

Dingqiao Wang, Jiangbo Liang, Jinguo Ye, Jingni Li, Jingpeng Li, Qikai Zhang, Qiuling Hu, Caineng Pan, Dongliang Wang, Zhong Liu, Wen Shi, Danli Shi, Fei Li, Bo Qu, Yingfeng Zheng

J Med Internet Res 2024 (Nov 08); 26:e58041

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Screening for Depression Using Natural Language Processing: Literature Review

Bazen Gashaw Teferra, Alice Rueda, Hilary Pang, Richard Valenzano, Reza Samavi, Sridhar Krishnan, Venkat Bhat

Interact J Med Res 2024 (Nov 04); 13:e55067

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Leveraging Artificial Intelligence and Data Science for Integration of Social Determinants of Health in Emergency Medicine: Scoping Review

Ethan E Abbott, Donald Apakama, Lynne D Richardson, Lili Chan, Girish N Nadkarni

JMIR Med Inform 2024 (Oct 30); 12:e57124

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Evolution of the “Internet Plus Health Care” Mode Enabled by Artificial Intelligence: Development and Application of an Outpatient Triage System

Lingrui Yang, Jiali Pang, Song Zuo, Jian Xu, Wei Jin, Feng Zuo, Kui Xue, Zhongzhou Xiao, Xinwei Peng, Jie Xu, Xiaofan Zhang, Ruiyao Chen, Shuqing Luo, Shaoting Zhang, Xin Sun

J Med Internet Res 2024 (Oct 30); 26:e51711

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Multifaceted Natural Language Processing Task–Based Evaluation of Bidirectional Encoder Representations From Transformers Models for Bilingual (Korean and English) Clinical Notes: Algorithm Development and Validation

Kyungmo Kim, Seongkeun Park, Jeongwon Min, Sumin Park, Ju Yeon Kim, Jinsu Eun, Kyuha Jung, Yoobin Elyson Park, Esther Kim, Eun Young Lee, Joonhwan Lee, Jinwook Choi

JMIR Med Inform 2024 (Oct 30); 12:e52897

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Question Answering for Electronic Health Records: Scoping Review of Datasets and Models

Jayetri Bardhan, Kirk Roberts, Daisy Zhe Wang

J Med Internet Res 2024 (Oct 30); 26:e53636

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A New Natural Language Processing–Inspired Methodology (Detection, Initial Characterization, and Semantic Characterization) to Investigate Temporal Shifts (Drifts) in Health Care Data: Quantitative Study

Bruno Paiva, Marcos André Gonçalves, Leonardo Chaves Dutra da Rocha, Milena Soriano Marcolino, Fernanda Cristina Barbosa Lana, Maira Viana Rego Souza-Silva, Jussara M Almeida, Polianna Delfino Pereira, Claudio Moisés Valiense de Andrade, Angélica Gomides dos Reis Gomes, Maria Angélica Pires Ferreira, Frederico Bartolazzi, Manuela Furtado Sacioto, Ana Paula Boscato, Milton Henriques Guimarães-Júnior, Priscilla Pereira dos Reis, Felício Roberto Costa, Alzira de Oliveira Jorge, Laryssa Reis Coelho, Marcelo Carneiro, Thaís Lorenna Souza Sales, Silvia Ferreira Araújo, Daniel Vitório Silveira, Karen Brasil Ruschel, Fernanda Caldeira Veloso Santos, Evelin Paola de Almeida Cenci, Luanna Silva Monteiro Menezes, Fernando Anschau, Maria Aparecida Camargos Bicalho, Euler Roberto Fernandes Manenti, Renan Goulart Finger, Daniela Ponce, Filipe Carrilho de Aguiar, Luiza Margoto Marques, Luís César de Castro, Giovanna Grünewald Vietta, Mariana Frizzo de Godoy, Mariana do Nascimento Vilaça, Vivian Costa Morais

JMIR Med Inform 2024 (Oct 28); 12:e54246

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Chinese Public Attitudes and Opinions on Health Policies During Public Health Emergencies: Sentiment and Topic Analysis

Min Liu, Shuo Yuan, Bingyan Li, Yuxi Zhang, Jia Liu, Cuixia Guan, Qingqing Chen, Jiayi Ruan, Lunfang Xie

J Med Internet Res 2024 (Oct 28); 26:e58518

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Accelerating Evidence Synthesis in Observational Studies: Development of a Living Natural Language Processing–Assisted Intelligent Systematic Literature Review System

Frank J Manion, Jingcheng Du, Dong Wang, Long He, Bin Lin, Jingqi Wang, Siwei Wang, David Eckels, Jan Cervenka, Peter C Fiduccia, Nicole Cossrow, Lixia Yao

JMIR Med Inform 2024 (Oct 23); 12:e54653

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Semiology Extraction and Machine Learning–Based Classification of Electronic Health Records for Patients With Epilepsy: Retrospective Analysis

Yilin Xia, Mengqiao He, Sijia Basang, Leihao Sha, Zijie Huang, Ling Jin, Yifei Duan, Yusha Tang, Hua Li, Wanlin Lai, Lei Chen

JMIR Med Inform 2024 (Oct 17); 12:e57727

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Evaluating Medical Entity Recognition in Health Care: Entity Model Quantitative Study

Shengyu Liu, Anran Wang, Xiaolei Xiu, Ming Zhong, Sizhu Wu

JMIR Med Inform 2024 (Oct 17); 12:e59782

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Case Identification of Depression in Inpatient Electronic Medical Records: Scoping Review

Allison Grothman, William J Ma, Kendra G Tickner, Elliot A Martin, Danielle A Southern, Hude Quan

JMIR Med Inform 2024 (Oct 14); 12:e49781

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