Decision Support for Health Professionals

Articles published in 2020 in this theme: 114 (scroll down to load remaining articles)

2020

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Automatically Explaining Machine Learning Prediction Results on Asthma Hospital Visits in Patients With Asthma: Secondary Analysis

Gang Luo, Michael D Johnson, Flory L Nkoy, Shan He, Bryan L Stone

JMIR Med Inform 2020 (Dec 31); 8(12):e21965

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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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Health Care Staff’s Experiences of Engagement When Introducing a Digital Decision Support System for Wound Management: Qualitative Study

Hanna Wickström, Hanna Tuvesson, Rut Öien, Patrik Midlöv, Cecilia Fagerström

JMIR Hum Factors 2020 (Dec 09); 7(4):e23188

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Decision Support Capabilities of Telemedicine in Emergency Prehospital Care: Systematic Review

Yesul Kim, Christopher Groombridge, Lorena Romero, Steven Clare, Mark Christopher Fitzgerald

J Med Internet Res 2020 (Dec 08); 22(12):e18959

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Comprehensive Computer-Aided Decision Support Framework to Diagnose Tuberculosis From Chest X-Ray Images: Data Mining Study

Muhammad Owais, Muhammad Arsalan, Tahir Mahmood, Yu Hwan Kim, Kang Ryoung Park

JMIR Med Inform 2020 (Dec 07); 8(12):e21790

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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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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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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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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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Development of an Artificial Intelligence–Based Automated Recommendation System for Clinical Laboratory Tests: Retrospective Analysis of the National Health Insurance Database

Md Mohaimenul Islam, Hsuan-Chia Yang, Tahmina Nasrin Poly, Yu-Chuan Jack Li

JMIR Med Inform 2020 (Nov 18); 8(11):e24163

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Mobile Clinical Decision Support System for the Management of Diabetic Patients With Kidney Complications in UK Primary Care Settings: Mixed Methods Feasibility Study

Hala Ibrahim Alhodaib, Christina Antza, Joht Singh Chandan, Wasim Hanif, Sailesh Sankaranarayanan, Sunjay Paul, Paul Sutcliffe, Krishnarajah Nirantharakumar

JMIR Diabetes 2020 (Nov 18); 5(4):e19650

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Economic Value of Data and Analytics for Health Care Providers: Hermeneutic Systematic Literature Review

Philip von Wedel, Christian Hagist

J Med Internet Res 2020 (Nov 18); 22(11):e23315

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Prediction of COVID-19 Severity Using Chest Computed Tomography and Laboratory Measurements: Evaluation Using a Machine Learning Approach

Daowei Li, Qiang Zhang, Yue Tan, Xinghuo Feng, Yuanyi Yue, Yuhan Bai, Jimeng Li, Jiahang Li, Youjun Xu, Shiyu Chen, Si-Yu Xiao, Muyan Sun, Xiaona Li, Fang Zhu

JMIR Med Inform 2020 (Nov 17); 8(11):e21604

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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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