Natural Language Processing

Exploring the Utility of Community-Generated Social Media Content for Detecting Depression: An Analytical Study on Instagram

Benjamin J Ricard, Lisa A Marsch, Benjamin Crosier, Saeed Hassanpour

J Med Internet Res 2018 (Dec 06); 20(12):e11817

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Novel Approach to Cluster Patient-Generated Data Into Actionable Topics: Case Study of a Web-Based Breast Cancer Forum

Josette Jones, Meeta Pradhan, Masoud Hosseini, Anand Kulanthaivel, Mahmood Hosseini

JMIR Med Inform 2018 (Nov 29); 6(4):e45

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Extraction of Information Related to Adverse Drug Events from Electronic Health Record Notes: Design of an End-to-End Model Based on Deep Learning

Fei Li, Weisong Liu, Hong Yu

JMIR Med Inform 2018 (Nov 26); 6(4):e12159

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Automatic Classification of Online Doctor Reviews: Evaluation of Text Classifier Algorithms

Ryan Rivas, Niloofar Montazeri, Nhat XT Le, Vagelis Hristidis

J Med Internet Res 2018 (Nov 12); 20(11):e11141

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Automated Extraction of Diagnostic Criteria From Electronic Health Records for Autism Spectrum Disorders: Development, Evaluation, and Application

Gondy Leroy, Yang Gu, Sydney Pettygrove, Maureen K Galindo, Ananyaa Arora, Margaret Kurzius-Spencer

J Med Internet Res 2018 (Nov 07); 20(11):e10497

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Identification of Primary Medication Concerns Regarding Thyroid Hormone Replacement Therapy From Online Patient Medication Reviews: Text Mining of Social Network Data

So Hyun Park, Song Hee Hong

J Med Internet Res 2018 (Oct 24); 20(10):e11085

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Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study

Fay Cobb Payton, Lynette Kvasny Yarger, Anthony Thomas Pinter

JMIR Ment Health 2018 (Oct 23); 5(4):e10032

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Identifying the Underlying Factors Associated With Patients’ Attitudes Toward Antidepressants: Qualitative and Quantitative Analysis of Patient Drug Reviews

Maryam Zolnoori, Kin Wah Fung, Paul Fontelo, Hadi Kharrazi, Anthony Faiola, Yi Shuan Shirley Wu, Virginia Stoffel, Timothy Patrick

JMIR Ment Health 2018 (Oct 04); 5(4):e10726

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Extraction and Standardization of Patient Complaints from Electronic Medication Histories for Pharmacovigilance: Natural Language Processing Analysis in Japanese

Misa Usui, Eiji Aramaki, Tomohide Iwao, Shoko Wakamiya, Tohru Sakamoto, Mayumi Mochizuki

JMIR Med Inform 2018 (Sep 27); 6(3):e11021

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Automatic Extraction of Mental Health Disorders From Domestic Violence Police Narratives: Text Mining Study

George Karystianis, Armita Adily, Peter Schofield, Lee Knight, Clara Galdon, David Greenberg, Louisa Jorm, Goran Nenadic, Tony Butler

J Med Internet Res 2018 (Sep 13); 20(9):e11548

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Patient and Consumer Safety Risks When Using Conversational Assistants for Medical Information: An Observational Study of Siri, Alexa, and Google Assistant

Timothy W. Bickmore, Ha Trinh, Stefan Olafsson, Teresa K O'Leary, Reza Asadi, Nathaniel M Rickles, Ricardo Cruz

J Med Internet Res 2018 (Sep 04); 20(9):e11510

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Improving Consumer Understanding of Medical Text: Development and Validation of a New SubSimplify Algorithm to Automatically Generate Term Explanations in English and Spanish

Nicholas Kloehn, Gondy Leroy, David Kauchak, Yang Gu, Sonia Colina, Nicole P Yuan, Debra Revere

J Med Internet Res 2018 (Aug 02); 20(8):e10779

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Scholarly Influence of the Conference and Labs of the Evaluation Forum eHealth Initiative: Review and Bibliometric Study of the 2012 to 2017 Outcomes

Hanna Suominen, Liadh Kelly, Lorraine Goeuriot

JMIR Res Protoc 2018 (Jul 27); 7(7):e10961

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Public Perception Analysis of Tweets During the 2015 Measles Outbreak: Comparative Study Using Convolutional Neural Network Models

Jingcheng Du, Lu Tang, Yang Xiang, Degui Zhi, Jun Xu, Hsing-Yi Song, Cui Tao

J Med Internet Res 2018 (Jul 09); 20(7):e236

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Augmenting Qualitative Text Analysis with Natural Language Processing: Methodological Study

Timothy C Guetterman, Tammy Chang, Melissa DeJonckheere, Tanmay Basu, Elizabeth Scruggs, V G Vinod Vydiswaran

J Med Internet Res 2018 (Jun 29); 20(6):e231

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Applying Natural Language Processing to Understand Motivational Profiles for Maintaining Physical Activity After a Mobile App and Accelerometer-Based Intervention: The mPED Randomized Controlled Trial

Yoshimi Fukuoka, Teri G Lindgren, Yonatan Dov Mintz, Julie Hooper, Anil Aswani

JMIR Mhealth Uhealth 2018 (Jun 20); 6(6):e10042

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Validation of a Natural Language Processing Algorithm for Detecting Infectious Disease Symptoms in Primary Care Electronic Medical Records in Singapore

Antony Hardjojo, Arunan Gunachandran, Long Pang, Mohammed Ridzwan Bin Abdullah, Win Wah, Joash Wen Chen Chong, Ee Hui Goh, Sok Huang Teo, Gilbert Lim, Mong Li Lee, Wynne Hsu, Vernon Lee, Mark I-Cheng Chen, Franco Wong, Jonathan Siung King Phang

JMIR Med Inform 2018 (Jun 15); 6(2):e36

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Detecting Recovery Problems Just in Time: Application of Automated Linguistic Analysis and Supervised Machine Learning to an Online Substance Abuse Forum

Rachel Kornfield, Prathusha K Sarma, Dhavan V Shah, Fiona McTavish, Gina Landucci, Klaren Pe-Romashko, David H Gustafson

J Med Internet Res 2018 (Jun 12); 20(6):e10136

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Causality Patterns for Detecting Adverse Drug Reactions From Social Media: Text Mining Approach

Danushka Bollegala, Simon Maskell, Richard Sloane, Joanna Hajne, Munir Pirmohamed

JMIR Public Health Surveill 2018 (May 09); 4(2):e51

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Phenotype Instance Verification and Evaluation Tool (PIVET): A Scaled Phenotype Evidence Generation Framework Using Web-Based Medical Literature

Jette Henderson, Junyuan Ke, Joyce C Ho, Joydeep Ghosh, Byron C Wallace

J Med Internet Res 2018 (May 04); 20(5):e164

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