Clinical Information and Decision Making

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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Predicting Unscheduled Emergency Department Return Visits Among Older Adults: Population-Based Retrospective Study

Rai-Fu Chen, Kuei-Chen Cheng, Yu-Yin Lin, I-Chiu Chang, Cheng-Han Tsai

JMIR Med Inform 2021 (Jul 28); 9(7):e22491

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Prediction Model of Anastomotic Leakage Among Esophageal Cancer Patients After Receiving an Esophagectomy: Machine Learning Approach

Ziran Zhao, Xi Cheng, Xiao Sun, Shanrui Ma, Hao Feng, Liang Zhao

JMIR Med Inform 2021 (Jul 27); 9(7):e27110

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Candidemia Risk Prediction (CanDETEC) Model for Patients With Malignancy: Model Development and Validation in a Single-Center Retrospective Study

Junsang Yoo, Si-Ho Kim, Sujeong Hur, Juhyung Ha, Kyungmin Huh, Won Chul Cha

JMIR Med Inform 2021 (Jul 26); 9(7):e24651

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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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Effective Treatment Recommendations for Type 2 Diabetes Management Using Reinforcement Learning: Treatment Recommendation Model Development and Validation

Xingzhi Sun, Yong Mong Bee, Shao Wei Lam, Zhuo Liu, Wei Zhao, Sing Yi Chia, Hanis Abdul Kadir, Jun Tian Wu, Boon Yew Ang, Nan Liu, Zuo Lei, Zhuoyang Xu, Tingting Zhao, Gang Hu, Guotong Xie

J Med Internet Res 2021 (Jul 22); 23(7):e27858

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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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Decision Making When Cancer Becomes Chronic: Needs Assessment for a Web-Based Medullary Thyroid Carcinoma Patient Decision Aid

Danielle Shojaie, Aubri S Hoffman, Ruth Amaku, Maria E Cabanillas, Julie Ann Sosa, Steven G Waguespack, Mark E Zafereo, Mimi I Hu, Elizabeth E Grubbs

JMIR Form Res 2021 (Jul 16); 5(7):e27484

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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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Evaluating Simplified Web Interfaces of Risk Models for Clinical Use: Pilot Survey Study

Louis Beaubien, Colin Conrad, Janet Music, Sandra Toze

JMIR Form Res 2021 (Jul 16); 5(7):e22110

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In-hospital Mortality and the Predictive Ability of the Modified Early Warning Score in Ghana: Single-Center, Retrospective Study

Enoch Joseph Abbey, Jennifer S R Mammen, Samara E Soghoian, Maureen A F Cadorette, Promise Ariyo

JMIRx Med 2021 (Jul 12); 2(3):e24645

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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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Predictive Modeling of Morbidity and Mortality in Patients Hospitalized With COVID-19 and its Clinical Implications: Algorithm Development and Interpretation

Joshua M Wang, Wenke Liu, Xiaoshan Chen, Michael P McRae, John T McDevitt, David Fenyö

J Med Internet Res 2021 (Jul 09); 23(7):e29514

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Ambulatory Risk Models for the Long-Term Prevention of Sepsis: Retrospective Study

Jewel Y Lee, Sevda Molani, Chen Fang, Kathleen Jade, D Shane O'Mahony, Sergey A Kornilov, Lindsay T Mico, Jennifer J Hadlock

JMIR Med Inform 2021 (Jul 08); 9(7):e29986

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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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Measuring the Interactions Between Health Demand, Informatics Supply, and Technological Applications in Digital Medical Innovation for China: Content Mapping and Analysis

Jian Du, Ting Chen, Luxia Zhang

JMIR Med Inform 2021 (Jul 06); 9(7):e26393

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Machine Learning Methods for the Diagnosis of Chronic Obstructive Pulmonary Disease in Healthy Subjects: Retrospective Observational Cohort Study

Shigeo Muro, Masato Ishida, Yoshiharu Horie, Wataru Takeuchi, Shunki Nakagawa, Hideyuki Ban, Tohru Nakagawa, Tetsuhisa Kitamura

JMIR Med Inform 2021 (Jul 06); 9(7):e24796

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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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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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