Natural Language Processing

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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Exploring Public Emotions on Obesity During the COVID-19 Pandemic Using Sentiment Analysis and Topic Modeling: Cross-Sectional Study

Jorge César Correia, Sarmad Shaharyar Ahmad, Ahmed Waqas, Hafsa Meraj, Zoltan Pataky

J Med Internet Res 2024 (Oct 11); 26:e52142

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Use of SNOMED CT in Large Language Models: Scoping Review

Eunsuk Chang, Sumi Sung

JMIR Med Inform 2024 (Oct 07); 12:e62924

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Ascle—A Python Natural Language Processing Toolkit for Medical Text Generation: Development and Evaluation Study

Rui Yang, Qingcheng Zeng, Keen You, Yujie Qiao, Lucas Huang, Chia-Chun Hsieh, Benjamin Rosand, Jeremy Goldwasser, Amisha Dave, Tiarnan Keenan, Yuhe Ke, Chuan Hong, Nan Liu, Emily Chew, Dragomir Radev, Zhiyong Lu, Hua Xu, Qingyu Chen, Irene Li

J Med Internet Res 2024 (Oct 03); 26:e60601

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Leveraging Temporal Trends for Training Contextual Word Embeddings to Address Bias in Biomedical Applications: Development Study

Shunit Agmon, Uriel Singer, Kira Radinsky

JMIR AI 2024 (Oct 02); 3:e49546

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Disambiguating Clinical Abbreviations by One-to-All Classification: Algorithm Development and Validation Study

Sheng-Feng Sung, Ya-Han Hu, Chong-Yan Chen

JMIR Med Inform 2024 (Oct 01); 12:e56955

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Public Response to Federal Electronic Cigarette Regulations Analyzed Using Social Media Data Through Natural Language Processing: Topic Modeling Study

Shuo-Yu Lin, Sahithi Kiran Tulabandu, J Randy Koch, Rashelle Hayes, Andrew Barnes, Hemant Purohit, Songqing Chen, Bo Han, Hong Xue

J Med Internet Res 2024 (Oct 01); 26:e58919

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Clinical Decision Support and Natural Language Processing in Medicine: Systematic Literature Review

Hans Eguia, Carlos Luis Sánchez-Bocanegra, Franco Vinciarelli, Fernando Alvarez-Lopez, Francesc Saigí-Rubió

J Med Internet Res 2024 (Sep 30); 26:e55315

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Identifying the Severity of Heart Valve Stenosis and Regurgitation Among a Diverse Population Within an Integrated Health Care System: Natural Language Processing Approach

Fagen Xie, Ming-sum Lee, Salam Allahwerdy, Darios Getahun, Benjamin Wessler, Wansu Chen

JMIR Cardio 2024 (Sep 30); 8:e60503

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Artificial Intelligence in Dental Education: Opportunities and Challenges of Large Language Models and Multimodal Foundation Models

Daniel Claman, Emre Sezgin

JMIR Med Educ 2024 (Sep 27); 10:e52346

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The Most Effective Interventions for Classification Model Development to Predict Chat Outcomes Based on the Conversation Content in Online Suicide Prevention Chats: Machine Learning Approach

Salim Salmi, Saskia Mérelle, Renske Gilissen, Rob van der Mei, Sandjai Bhulai

JMIR Ment Health 2024 (Sep 26); 11:e57362

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Processing of Short-Form Content in Clinical Narratives: Systematic Scoping Review

Amila Kugic, Ingrid Martin, Luise Modersohn, Peter Pallaoro, Markus Kreuzthaler, Stefan Schulz, Martin Boeker

J Med Internet Res 2024 (Sep 26); 26:e57852

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Automated System to Capture Patient Symptoms From Multitype Japanese Clinical Texts: Retrospective Study

Tomohiro Nishiyama, Ayane Yamaguchi, Peitao Han, Lis Weiji Kanashiro Pereira, Yuka Otsuki, Gabriel Herman Bernardim Andrade, Noriko Kudo, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki, Masahiro Takada, Masakazu Toi

JMIR Med Inform 2024 (Sep 24); 12:e58977

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The Impact of Collaborative Documentation on Person-Centered Care: Textual Analysis of Clinical Notes

Victoria Stanhope, Nari Yoo, Elizabeth Matthews, Daniel Baslock, Yuanyuan Hu

JMIR Med Inform 2024 (Sep 20); 12:e52678

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Evaluating a Natural Language Processing–Driven, AI-Assisted International Classification of Diseases, 10th Revision, Clinical Modification, Coding System for Diagnosis Related Groups in a Real Hospital Environment: Algorithm Development and Validation Study

Hong-Jie Dai, Chen-Kai Wang, Chien-Chang Chen, Chong-Sin Liou, An-Tai Lu, Chia-Hsin Lai, Bo-Tsz Shain, Cheng-Rong Ke, William Yu Chung Wang, Tatheer Hussain Mir, Mutiara Simanjuntak, Hao-Yun Kao, Ming-Ju Tsai, Vincent S Tseng

J Med Internet Res 2024 (Sep 20); 26:e58278

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