Natural Language Processing

Using Character-Level and Entity-Level Representations to Enhance Bidirectional Encoder Representation From Transformers-Based Clinical Semantic Textual Similarity Model: ClinicalSTS Modeling Study

Ying Xiong, Shuai Chen, Qingcai Chen, Jun Yan, Buzhou Tang

JMIR Med Inform 2020 (Dec 29); 8(12):e23357

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Model-Based Reasoning of Clinical Diagnosis in Integrative Medicine: Real-World Methodological Study of Electronic Medical Records and Natural Language Processing Methods

Wenye Geng, Xuanfeng Qin, Tao Yang, Zhilei Cong, Zhuo Wang, Qing Kong, Zihui Tang, Lin Jiang

JMIR Med Inform 2020 (Dec 21); 8(12):e23082

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Automated Categorization of Systemic Disease and Duration From Electronic Medical Record System Data Using Finite-State Machine Modeling: Prospective Validation Study

Gumpili Sai Prashanthi, Ayush Deva, Ranganath Vadapalli, Anthony Vipin Das

JMIR Form Res 2020 (Dec 17); 4(12):e24490

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Artificial Intelligence in the Fight Against COVID-19: Scoping Review

Alaa Abd-Alrazaq, Mohannad Alajlani, Dari Alhuwail, Jens Schneider, Saif Al-Kuwari, Zubair Shah, Mounir Hamdi, Mowafa Househ

J Med Internet Res 2020 (Dec 15); 22(12):e20756

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Extracting Family History of Patients From Clinical Narratives: Exploring an End-to-End Solution With Deep Learning Models

Xi Yang, Hansi Zhang, Xing He, Jiang Bian, Yonghui Wu

JMIR Med Inform 2020 (Dec 15); 8(12):e22982

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The Impact of Pretrained Language Models on Negation and Speculation Detection in Cross-Lingual Medical Text: Comparative Study

Renzo Rivera Zavala, Paloma Martinez

JMIR Med Inform 2020 (Dec 03); 8(12):e18953

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Family History Information Extraction With Neural Attention and an Enhanced Relation-Side Scheme: Algorithm Development and Validation

Hong-Jie Dai, You-Qian Lee, Chandini Nekkantti, Jitendra Jonnagaddala

JMIR Med Inform 2020 (Dec 01); 8(12):e21750

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Machine Learning Electronic Health Record Identification of Patients with Rheumatoid Arthritis: Algorithm Pipeline Development and Validation Study

Tjardo D Maarseveen, Timo Meinderink, Marcel J T Reinders, Johannes Knitza, Tom W J Huizinga, Arnd Kleyer, David Simon, Erik B van den Akker, Rachel Knevel

JMIR Med Inform 2020 (Nov 30); 8(11):e23930

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Social Media as a Research Tool (SMaaRT) for Risky Behavior Analytics: Methodological Review

Tavleen Singh, Kirk Roberts, Trevor Cohen, Nathan Cobb, Jing Wang, Kayo Fujimoto, Sahiti Myneni

JMIR Public Health Surveill 2020 (Nov 30); 6(4):e21660

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The 2019 n2c2/OHNLP Track on Clinical Semantic Textual Similarity: Overview

Yanshan Wang, Sunyang Fu, Feichen Shen, Sam Henry, Ozlem Uzuner, Hongfang Liu

JMIR Med Inform 2020 (Nov 27); 8(11):e23375

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Identification of Adverse Drug Event–Related Japanese Articles: Natural Language Processing Analysis

Shogo Ujiie, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki

JMIR Med Inform 2020 (Nov 27); 8(11):e22661

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Identification of Semantically Similar Sentences in Clinical Notes: Iterative Intermediate Training Using Multi-Task Learning

Diwakar Mahajan, Ananya Poddar, Jennifer J Liang, Yen-Ting Lin, John M Prager, Parthasarathy Suryanarayanan, Preethi Raghavan, Ching-Huei Tsou

JMIR Med Inform 2020 (Nov 27); 8(11):e22508

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Predicting Unplanned Readmissions Following a Hip or Knee Arthroplasty: Retrospective Observational Study

Ramin Mohammadi, Sarthak Jain, Amir T Namin, Melissa Scholem Heller, Ramya Palacholla, Sagar Kamarthi, Byron Wallace

JMIR Med Inform 2020 (Nov 27); 8(11):e19761

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Detection of Suicidality Among Opioid Users on Reddit: Machine Learning–Based Approach

Hannah Yao, Sina Rashidian, Xinyu Dong, Hongyi Duanmu, Richard N Rosenthal, Fusheng Wang

J Med Internet Res 2020 (Nov 27); 22(11):e15293

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Leveraging the Power of Nondisruptive Technologies to Optimize Mental Health Treatment: Case Study

Shiri Sadeh-Sharvit, Steven D Hollon

JMIR Ment Health 2020 (Nov 26); 7(11):e20646

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COVID-19–Related Internet Search Patterns Among People in the United States: Exploratory Analysis

Tony S Shen, Aaron Z Chen, Patawut Bovonratwet, Carol L Shen, Edwin P Su

J Med Internet Res 2020 (Nov 23); 22(11):e22407

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Discovering the Context of People With Disabilities: Semantic Categorization Test and Environmental Factors Mapping of Word Embeddings from Reddit

Alejandro Garcia-Rudolph, Joan Saurí, Blanca Cegarra, Montserrat Bernabeu Guitart

JMIR Med Inform 2020 (Nov 20); 8(11):e17903

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Quantitative Methods for Analyzing Intimate Partner Violence in Microblogs: Observational Study

Christopher Michael Homan, J Nicolas Schrading, Raymond W Ptucha, Catherine Cerulli, Cecilia Ovesdotter Alm

J Med Internet Res 2020 (Nov 19); 22(11):e15347

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Characterizing Chronic Pain Episodes in Clinical Text at Two Health Care Systems: Comprehensive Annotation and Corpus Analysis

Luke A Carlson, Molly M Jeffery, Sunyang Fu, Huan He, Rozalina G McCoy, Yanshan Wang, William Michael Hooten, Jennifer St Sauver, Hongfang Liu, Jungwei Fan

JMIR Med Inform 2020 (Nov 16); 8(11):e18659

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Patient Triage by Topic Modeling of Referral Letters: Feasibility Study

Irena Spasic, Kate Button

JMIR Med Inform 2020 (Nov 06); 8(11):e21252

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