Artificial Intelligence

Effects of Background Colors, Flashes, and Exposure Values on the Accuracy of a Smartphone-Based Pill Recognition System Using a Deep Convolutional Neural Network: Deep Learning and Experimental Approach

KyeongMin Cha, Hyun-Ki Woo, Dohyun Park, Dong Kyung Chang, Mira Kang

JMIR Med Inform 2021 (Jul 28); 9(7):e26000

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Clinical Utility and Functionality of an Artificial Intelligence–Based App to Predict Mortality in COVID-19: Mixed Methods Analysis

Ahmed Abdulaal, Aatish Patel, Ahmed Al-Hindawi, Esmita Charani, Saleh A Alqahtani, Gary W Davies, Nabeela Mughal, Luke Stephen Prockter Moore

JMIR Form Res 2021 (Jul 28); 5(7):e27992

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Safety and Acceptability of a Natural Language Artificial Intelligence Assistant to Deliver Clinical Follow-up to Cataract Surgery Patients: Proposal

Nick de Pennington, Guy Mole, Ernest Lim, Madison Milne-Ives, Eduardo Normando, Kanmin Xue, Edward Meinert

JMIR Res Protoc 2021 (Jul 28); 10(7):e27227

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A Machine Learning–Based Algorithm for the Prediction of Intensive Care Unit Delirium (PRIDE): Retrospective Study

Sujeong Hur, Ryoung-Eun Ko, Junsang Yoo, Juhyung Ha, Won Chul Cha, Chi Ryang Chung

JMIR Med Inform 2021 (Jul 26); 9(7):e23401

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Patient Representation From Structured Electronic Medical Records Based on Embedding Technique: Development and Validation Study

Yanqun Huang, Ni Wang, Zhiqiang Zhang, Honglei Liu, Xiaolu Fei, Lan Wei, Hui Chen

JMIR Med Inform 2021 (Jul 23); 9(7):e19905

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Predicting Antituberculosis Drug–Induced Liver Injury Using an Interpretable Machine Learning Method: Model Development and Validation Study

Tao Zhong, Zian Zhuang, Xiaoli Dong, Ka Hing Wong, Wing Tak Wong, Jian Wang, Daihai He, Shengyuan Liu

JMIR Med Inform 2021 (Jul 20); 9(7):e29226

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Relative Performance of Machine Learning and Linear Regression in Predicting Quality of Life and Academic Performance of School Children in Norway: Data Analysis of a Quasi-Experimental Study

Robert Froud, Solveig Hakestad Hansen, Hans Kristian Ruud, Jonathan Foss, Leila Ferguson, Per Morten Fredriksen

J Med Internet Res 2021 (Jul 16); 23(7):e22021

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Diagnostic Accuracy of Artificial Intelligence and Computer-Aided Diagnosis for the Detection and Characterization of Colorectal Polyps: Systematic Review and Meta-analysis

Scarlet Nazarian, Ben Glover, Hutan Ashrafian, Ara Darzi, Julian Teare

J Med Internet Res 2021 (Jul 14); 23(7):e27370

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Application of an Anomaly Detection Model to Screen for Ocular Diseases Using Color Retinal Fundus Images: Design and Evaluation Study

Yong Han, Weiming Li, Mengmeng Liu, Zhiyuan Wu, Feng Zhang, Xiangtong Liu, Lixin Tao, Xia Li, Xiuhua Guo

J Med Internet Res 2021 (Jul 13); 23(7):e27822

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Digital Medical Device Companion (MyIUS) for New Users of Intrauterine Systems: App Development Study

Toeresin Karakoyun, Hans-Peter Podhaisky, Ann-Kathrin Frenz, Gabriele Schuhmann-Giampieri, Thais Ushikusa, Daniel Schröder, Michal Zvolanek, Agnaldo Lopes Da Silva Filho

JMIR Med Inform 2021 (Jul 13); 9(7):e24633

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Clinically Applicable Segmentation of Head and Neck Anatomy for Radiotherapy: Deep Learning Algorithm Development and Validation Study

Stanislav Nikolov, Sam Blackwell, Alexei Zverovitch, Ruheena Mendes, Michelle Livne, Jeffrey De Fauw, Yojan Patel, Clemens Meyer, Harry Askham, Bernadino Romera-Paredes, Christopher Kelly, Alan Karthikesalingam, Carlton Chu, Dawn Carnell, Cheng Boon, Derek D'Souza, Syed Ali Moinuddin, Bethany Garie, Yasmin McQuinlan, Sarah Ireland, Kiarna Hampton, Krystle Fuller, Hugh Montgomery, Geraint Rees, Mustafa Suleyman, Trevor Back, Cían Owen Hughes, Joseph R Ledsam, Olaf Ronneberger

J Med Internet Res 2021 (Jul 12); 23(7):e26151

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Predicting and Responding to Clinical Deterioration in Hospitalized Patients by Using Artificial Intelligence: Protocol for a Mixed Methods, Stepped Wedge Study

Laura M Holdsworth, Samantha M R Kling, Margaret Smith, Nadia Safaeinili, Lisa Shieh, Stacie Vilendrer, Donn W Garvert, Marcy Winget, Steven M Asch, Ron C Li

JMIR Res Protoc 2021 (Jul 07); 10(7):e27532

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Developing a Time-Adaptive Prediction Model for Out-of-Hospital Cardiac Arrest: Nationwide Cohort Study in Korea

Ji Woong Kim, Juhyung Ha, Taerim Kim, Hee Yoon, Sung Yeon Hwang, Ik Joon Jo, Tae Gun Shin, Min Seob Sim, Kyunga Kim, Won Chul Cha

J Med Internet Res 2021 (Jul 05); 23(7):e28361

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Performance and Limitation of Machine Learning Algorithms for Diabetic Retinopathy Screening: Meta-analysis

Jo-Hsuan Wu, T Y Alvin Liu, Wan-Ting Hsu, Jennifer Hui-Chun Ho, Chien-Chang Lee

J Med Internet Res 2021 (Jul 05); 23(7):e23863

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Integrating Patient Data Into Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review

Julia Höhn, Achim Hekler, Eva Krieghoff-Henning, Jakob Nikolas Kather, Jochen Sven Utikal, Friedegund Meier, Frank Friedrich Gellrich, Axel Hauschild, Lars French, Justin Gabriel Schlager, Kamran Ghoreschi, Tabea Wilhelm, Heinz Kutzner, Markus Heppt, Sebastian Haferkamp, Wiebke Sondermann, Dirk Schadendorf, Bastian Schilling, Roman C Maron, Max Schmitt, Tanja Jutzi, Stefan Fröhling, Daniel B Lipka, Titus Josef Brinker

J Med Internet Res 2021 (Jul 02); 23(7):e20708

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Predictive Monitoring–Impact in Acute Care Cardiology Trial (PM-IMPACCT): Protocol for a Randomized Controlled Trial

Jessica Keim-Malpass, Sarah J Ratcliffe, Liza P Moorman, Matthew T Clark, Katy N Krahn, Oliver J Monfredi, Susan Hamil, Gholamreza Yousefvand, J Randall Moorman, Jamieson M Bourque

JMIR Res Protoc 2021 (Jul 02); 10(7):e29631

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Document Retrieval for Precision Medicine Using a Deep Learning Ensemble Method

Zhiqiang Liu, Jingkun Feng, Zhihao Yang, Lei Wang

JMIR Med Inform 2021 (Jun 29); 9(6):e28272

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Discovery of Depression-Associated Factors From a Nationwide Population-Based Survey: Epidemiological Study Using Machine Learning and Network Analysis

Sang Min Nam, Thomas A Peterson, Kyoung Yul Seo, Hyun Wook Han, Jee In Kang

J Med Internet Res 2021 (Jun 24); 23(6):e27344

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A Typology of Existing Machine Learning–Based Predictive Analytic Tools Focused on Reducing Costs and Improving Quality in Health Care: Systematic Search and Content Analysis

Ariadne A Nichol, Jason N Batten, Meghan C Halley, Julia K Axelrod, Pamela L Sankar, Mildred K Cho

J Med Internet Res 2021 (Jun 22); 23(6):e26391

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Acceptability and Effectiveness of Artificial Intelligence Therapy for Anxiety and Depression (Youper): Longitudinal Observational Study

Ashish Mehta, Andrea Nicole Niles, Jose Hamilton Vargas, Thiago Marafon, Diego Dotta Couto, James Jonathan Gross

J Med Internet Res 2021 (Jun 22); 23(6):e26771

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