Machine Learning

Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study

Qingyu Chen, Alex Rankine, Yifan Peng, Elaheh Aghaarabi, Zhiyong Lu

JMIR Med Inform 2021 (Dec 30); 9(12):e27386

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Temporal Variations and Spatial Disparities in Public Sentiment Toward COVID-19 and Preventive Practices in the United States: Infodemiology Study of Tweets

Alexander Kahanek, Xinchen Yu, Lingzi Hong, Ana Cleveland, Jodi Philbrick

JMIR Infodemiology 2021 (Dec 30); 1(1):e31671

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A Novel Deep Learning–Based System for Triage in the Emergency Department Using Electronic Medical Records: Retrospective Cohort Study

Li-Hung Yao, Ka-Chun Leung, Chu-Lin Tsai, Chien-Hua Huang, Li-Chen Fu

J Med Internet Res 2021 (Dec 27); 23(12):e27008

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Health Care Analytics With Time-Invariant and Time-Variant Feature Importance to Predict Hospital-Acquired Acute Kidney Injury: Observational Longitudinal Study

Horng-Ruey Chua, Kaiping Zheng, Anantharaman Vathsala, Kee-Yuan Ngiam, Hui-Kim Yap, Liangjian Lu, Ho-Yee Tiong, Amartya Mukhopadhyay, Graeme MacLaren, Shir-Lynn Lim, K Akalya, Beng-Chin Ooi

J Med Internet Res 2021 (Dec 24); 23(12):e30805

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Text Mining of Adverse Events in Clinical Trials: Deep Learning Approach

Daphne Chopard, Matthias S Treder, Padraig Corcoran, Nagheen Ahmed, Claire Johnson, Monica Busse, Irena Spasic

JMIR Med Inform 2021 (Dec 24); 9(12):e28632

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Investigating Individuals’ Perceptions Regarding the Context Around the Low Back Pain Experience: Topic Modeling Analysis of Twitter Data

Robert, Pari Delir Haghighi, Frada Burstein, Donna Urquhart, Flavia Cicuttini

J Med Internet Res 2021 (Dec 23); 23(12):e26093

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Characterizing and Identifying the Prevalence of Web-Based Misinformation Relating to Medication for Opioid Use Disorder: Machine Learning Approach

Mai ElSherief, Steven A Sumner, Christopher M Jones, Royal K Law, Akadia Kacha-Ochana, Lyna Shieber, LeShaundra Cordier, Kelly Holton, Munmun De Choudhury

J Med Internet Res 2021 (Dec 22); 23(12):e30753

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Artificial Intelligence–Based Framework for Analyzing Health Care Staff Security Practice: Mapping Review and Simulation Study

Prosper Kandabongee Yeng, Livinus Obiora Nweke, Bian Yang, Muhammad Ali Fauzi, Einar Arthur Snekkenes

JMIR Med Inform 2021 (Dec 22); 9(12):e19250

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Automatic Recognition and Analysis of Balance Activity in Community-Dwelling Older Adults: Algorithm Validation

Yu-Cheng Hsu, Hailiang Wang, Yang Zhao, Frank Chen, Kwok-Leung Tsui

J Med Internet Res 2021 (Dec 20); 23(12):e30135

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Artificial Intelligence in Predicting Cardiac Arrest: Scoping Review

Asma Alamgir, Osama Mousa, Zubair Shah

JMIR Med Inform 2021 (Dec 17); 9(12):e30798

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Computer-Aided Diagnosis of Gastrointestinal Ulcer and Hemorrhage Using Wireless Capsule Endoscopy: Systematic Review and Diagnostic Test Accuracy Meta-analysis

Chang Seok Bang, Jae Jun Lee, Gwang Ho Baik

J Med Internet Res 2021 (Dec 14); 23(12):e33267

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Machine Learning Algorithms to Detect Subclinical Keratoconus: Systematic Review

Howard Maile, Ji-Peng Olivia Li, Daniel Gore, Marcello Leucci, Padraig Mulholland, Scott Hau, Anita Szabo, Ismail Moghul, Konstantinos Balaskas, Kaoru Fujinami, Pirro Hysi, Alice Davidson, Petra Liskova, Alison Hardcastle, Stephen Tuft, Nikolas Pontikos

JMIR Med Inform 2021 (Dec 13); 9(12):e27363

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Artificial Intelligence Education Programs for Health Care Professionals: Scoping Review

Rebecca Charow, Tharshini Jeyakumar, Sarah Younus, Elham Dolatabadi, Mohammad Salhia, Dalia Al-Mouaswas, Melanie Anderson, Sarmini Balakumar, Megan Clare, Azra Dhalla, Caitlin Gillan, Shabnam Haghzare, Ethan Jackson, Nadim Lalani, Jane Mattson, Wanda Peteanu, Tim Tripp, Jacqueline Waldorf, Spencer Williams, Walter Tavares, David Wiljer

JMIR Med Educ 2021 (Dec 13); 7(4):e31043

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Transporting an Artificial Intelligence Model to Predict Emergency Cesarean Delivery: Overcoming Challenges Posed by Interfacility Variation

Joshua Guedalia, Michal Lipschuetz, Sarah M Cohen, Yishai Sompolinsky, Asnat Walfisch, Eyal Sheiner, Ruslan Sergienko, Joshua Rosenbloom, Ron Unger, Simcha Yagel, Hila Hochler

J Med Internet Res 2021 (Dec 10); 23(12):e28120

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The Communicating Narrative Concerns Entered by Registered Nurses (CONCERN) Clinical Decision Support Early Warning System: Protocol for a Cluster Randomized Pragmatic Clinical Trial

Sarah Collins Rossetti, Patricia C Dykes, Christopher Knaplund, Min-Jeoung Kang, Kumiko Schnock, Jose Pedro Garcia Jr, Li-Heng Fu, Frank Chang, Tien Thai, Matthew Fred, Tom Z Korach, Li Zhou, Jeffrey G Klann, David Albers, Jessica Schwartz, Graham Lowenthal, Haomiao Jia, Fang Liu, Kenrick Cato

JMIR Res Protoc 2021 (Dec 10); 10(12):e30238

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Identifying Insomnia From Social Media Posts: Psycholinguistic Analyses of User Tweets

Ahmed Shahriar Sakib, Md Saddam Hossain Mukta, Fariha Rowshan Huda, A K M Najmul Islam, Tohedul Islam, Mohammed Eunus Ali

J Med Internet Res 2021 (Dec 09); 23(12):e27613

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On Missingness Features in Machine Learning Models for Critical Care: Observational Study

Janmajay Singh, Masahiro Sato, Tomoko Ohkuma

JMIR Med Inform 2021 (Dec 08); 9(12):e25022

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Differential Biases and Variabilities of Deep Learning–Based Artificial Intelligence and Human Experts in Clinical Diagnosis: Retrospective Cohort and Survey Study

Dongchul Cha, Chongwon Pae, Se A Lee, Gina Na, Young Kyun Hur, Ho Young Lee, A Ra Cho, Young Joon Cho, Sang Gil Han, Sung Huhn Kim, Jae Young Choi, Hae-Jeong Park

JMIR Med Inform 2021 (Dec 08); 9(12):e33049

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Using Artificial Neural Network Condensation to Facilitate Adaptation of Machine Learning in Medical Settings by Reducing Computational Burden: Model Design and Evaluation Study

Dianbo Liu, Ming Zheng, Nestor Andres Sepulveda

JMIR Form Res 2021 (Dec 08); 5(12):e20767

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Prediction Algorithms for Blood Pressure Based on Pulse Wave Velocity Using Health Checkup Data in Healthy Korean Men: Algorithm Development and Validation

Dohyun Park, Soo Jin Cho, Kyunga Kim, Hyunki Woo, Jee Eun Kim, Jin-Young Lee, Janghyun Koh, JeanHyoung Lee, Jong Soo Choi, Dong Kyung Chang, Yoon-Ho Choi, Ji In Chung, Won Chul Cha, Ok Soon Jeong, Se Yong Jekal, Mira Kang

JMIR Med Inform 2021 (Dec 08); 9(12):e29212

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