Clinical Information and Decision Making

An Artificial Intelligence Model to Predict the Mortality of COVID-19 Patients at Hospital Admission Time Using Routine Blood Samples: Development and Validation of an Ensemble Model

Hoon Ko, Heewon Chung, Wu Seong Kang, Chul Park, Do Wan Kim, Seong Eun Kim, Chi Ryang Chung, Ryoung Eun Ko, Hooseok Lee, Jae Ho Seo, Tae-Young Choi, Rafael Jaimes, Kyung Won Kim, Jinseok Lee

J Med Internet Res 2020 (Dec 23); 22(12):e25442

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Computing SARS-CoV-2 Infection Risk From Symptoms, Imaging, and Test Data: Diagnostic Model Development

Christopher D'Ambrosia, Henrik Christensen, Eliah Aronoff-Spencer

J Med Internet Res 2020 (Dec 16); 22(12):e24478

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Cystic Fibrosis Point of Personalized Detection (CFPOPD): An Interactive Web Application

Christopher Wolfe, Teresa Pestian, Emrah Gecili, Weiji Su, Ruth H Keogh, John P Pestian, Michael Seid, Peter J Diggle, Assem Ziady, John Paul Clancy, Daniel H Grossoehme, Rhonda D Szczesniak, Cole Brokamp

JMIR Med Inform 2020 (Dec 16); 8(12):e23530

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Evaluation of Four Artificial Intelligence–Assisted Self-Diagnosis Apps on Three Diagnoses: Two-Year Follow-Up Study

Aleksandar Ćirković

J Med Internet Res 2020 (Dec 04); 22(12):e18097

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Unpacking Prevalence and Dichotomy in Quick Sequential Organ Failure Assessment and Systemic Inflammatory Response Syndrome Parameters: Observational Data–Driven Approach Backed by Sepsis Pathophysiology

Nazmus Sakib, Sheikh Iqbal Ahamed, Rumi Ahmed Khan, Paul M Griffin, Md Munirul Haque

JMIR Med Inform 2020 (Dec 03); 8(12):e18352

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Development and External Validation of a Machine Learning Tool to Rule Out COVID-19 Among Adults in the Emergency Department Using Routine Blood Tests: A Large, Multicenter, Real-World Study

Timothy B Plante, Aaron M Blau, Adrian N Berg, Aaron S Weinberg, Ik C Jun, Victor F Tapson, Tanya S Kanigan, Artur B Adib

J Med Internet Res 2020 (Dec 02); 22(12):e24048

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Association Rule Mining and Prognostic Stratification of 2-Year Longevity in Octogenarians Undergoing Endovascular Therapy for Lower Extremity Arterial Disease: Observational Cohort Study

Jing-Yi Jhang, I-Shiang Tzeng, Hsin-Hua Chou, Shih-Jung Jang, Chien-An Hsieh, Yu-Lin Ko, Hsuan-Li Huang

J Med Internet Res 2020 (Dec 01); 22(12):e17487

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Exploring Fever of Unknown Origin Intelligent Diagnosis Based on Clinical Data: Model Development and Validation

Huizhen Jiang, Yuanjie Li, Xuejun Zeng, Na Xu, Congpu Zhao, Jing Zhang, Weiguo Zhu

JMIR Med Inform 2020 (Nov 30); 8(11):e24375

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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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Identifying Ectopic Pregnancy in a Large Integrated Health Care Delivery System: Algorithm Validation

Darios Getahun, Jiaxiao M Shi, Malini Chandra, Michael J Fassett, Stacey Alexeeff, Theresa M Im, Vicki Y Chiu, Mary Anne Armstrong, Fagen Xie, Julie Stern, Harpreet S Takhar, Alex Asiimwe, Tina Raine-Bennett

JMIR Med Inform 2020 (Nov 30); 8(11):e18559

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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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Visualization Environment for Federated Knowledge Graphs: Development of an Interactive Biomedical Query Language and Web Application Interface

Steven Cox, Stanley C Ahalt, James Balhoff, Chris Bizon, Karamarie Fecho, Yaphet Kebede, Kenneth Morton, Alexander Tropsha, Patrick Wang, Hao Xu

JMIR Med Inform 2020 (Nov 23); 8(11):e17964

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Analysis of Health Insurance Big Data for Early Detection of Disabilities: Algorithm Development and Validation

Seung-Hyun Jeong, Tae Rim Lee, Jung Bae Kang, Mun-Taek Choi

JMIR Med Inform 2020 (Nov 23); 8(11):e19679

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Integrating a Machine Learning System Into Clinical Workflows: Qualitative Study

Sahil Sandhu, Anthony L Lin, Nathan Brajer, Jessica Sperling, William Ratliff, Armando D Bedoya, Suresh Balu, Cara O'Brien, Mark P Sendak

J Med Internet Res 2020 (Nov 19); 22(11):e22421

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Machine Learning Approach to Reduce Alert Fatigue Using a Disease Medication–Related Clinical Decision Support System: Model Development and Validation

Tahmina Nasrin Poly, Md.Mohaimenul Islam, Muhammad Solihuddin Muhtar, Hsuan-Chia Yang, Phung Anh (Alex) Nguyen, Yu-Chuan (Jack) Li

JMIR Med Inform 2020 (Nov 19); 8(11):e19489

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Comparison of Multivariable Logistic Regression and Other Machine Learning Algorithms for Prognostic Prediction Studies in Pregnancy Care: Systematic Review and Meta-Analysis

Herdiantri Sufriyana, Atina Husnayain, Ya-Lin Chen, Chao-Yang Kuo, Onkar Singh, Tso-Yang Yeh, Yu-Wei Wu, Emily Chia-Yu Su

JMIR Med Inform 2020 (Nov 17); 8(11):e16503

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An Easy-to-Use Machine Learning Model to Predict the Prognosis of Patients With COVID-19: Retrospective Cohort Study

Hyung-Jun Kim, Deokjae Han, Jeong-Han Kim, Daehyun Kim, Beomman Ha, Woong Seog, Yeon-Kyeng Lee, Dosang Lim, Sung Ok Hong, Mi-Jin Park, JoonNyung Heo

J Med Internet Res 2020 (Nov 09); 22(11):e24225

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Developing a Predictive Model for Asthma-Related Hospital Encounters in Patients With Asthma in a Large, Integrated Health Care System: Secondary Analysis

Gang Luo, Claudia L Nau, William W Crawford, Michael Schatz, Robert S Zeiger, Emily Rozema, Corinna Koebnick

JMIR Med Inform 2020 (Nov 09); 8(11):e22689

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Multidimensional Machine Learning Personalized Prognostic Model in an Early Invasive Breast Cancer Population-Based Cohort in China: Algorithm Validation Study

Xiaorong Zhong, Ting Luo, Ling Deng, Pei Liu, Kejia Hu, Donghao Lu, Dan Zheng, Chuanxu Luo, Yuxin Xie, Jiayuan Li, Ping He, Tianjie Pu, Feng Ye, Hong Bu, Bo Fu, Hong Zheng

JMIR Med Inform 2020 (Nov 09); 8(11):e19069

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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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