Decision Support for Health Professionals

Applying A/B Testing to Clinical Decision Support: Rapid Randomized Controlled Trials

Jonathan Austrian, Felicia Mendoza, Adam Szerencsy, Lucille Fenelon, Leora I Horwitz, Simon Jones, Masha Kuznetsova, Devin M Mann

J Med Internet Res 2021 (Apr 09); 23(4):e16651

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Classification Models for COVID-19 Test Prioritization in Brazil: Machine Learning Approach

Íris Viana dos Santos Santana, Andressa CM da Silveira, Álvaro Sobrinho, Lenardo Chaves e Silva, Leandro Dias da Silva, Danilo F S Santos, Edmar C Gurjão, Angelo Perkusich

J Med Internet Res 2021 (Apr 08); 23(4):e27293

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A Multimodality Machine Learning Approach to Differentiate Severe and Nonsevere COVID-19: Model Development and Validation

Yuanfang Chen, Liu Ouyang, Forrest S Bao, Qian Li, Lei Han, Hengdong Zhang, Baoli Zhu, Yaorong Ge, Patrick Robinson, Ming Xu, Jie Liu, Shi Chen

J Med Internet Res 2021 (Apr 07); 23(4):e23948

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Leprosy Screening Based on Artificial Intelligence: Development of a Cross-Platform App

Márcio Luís Moreira De Souza, Gabriel Ayres Lopes, Alexandre Castelo Branco, Jessica K Fairley, Lucia Alves De Oliveira Fraga

JMIR Mhealth Uhealth 2021 (Apr 07); 9(4):e23718

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Diagnostic Classification and Prognostic Prediction Using Common Genetic Variants in Autism Spectrum Disorder: Genotype-Based Deep Learning

Haishuai Wang, Paul Avillach

JMIR Med Inform 2021 (Apr 07); 9(4):e24754

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Characterizing the Anticancer Treatment Trajectory and Pattern in Patients Receiving Chemotherapy for Cancer Using Harmonized Observational Databases: Retrospective Study

Hokyun Jeon, Seng Chan You, Seok Yun Kang, Seung In Seo, Jeremy L Warner, Rimma Belenkaya, Rae Woong Park

JMIR Med Inform 2021 (Apr 06); 9(4):e25035

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Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study

Jenna M Reps, Chungsoo Kim, Ross D Williams, Aniek F Markus, Cynthia Yang, Talita Duarte-Salles, Thomas Falconer, Jitendra Jonnagaddala, Andrew Williams, Sergio Fernández-Bertolín, Scott L DuVall, Kristin Kostka, Gowtham Rao, Azza Shoaibi, Anna Ostropolets, Matthew E Spotnitz, Lin Zhang, Paula Casajust, Ewout W Steyerberg, Fredrik Nyberg, Benjamin Skov Kaas-Hansen, Young Hwa Choi, Daniel Morales, Siaw-Teng Liaw, Maria Tereza Fernandes Abrahão, Carlos Areia, Michael E Matheny, Kristine E Lynch, María Aragón, Rae Woong Park, George Hripcsak, Christian G Reich, Marc A Suchard, Seng Chan You, Patrick B Ryan, Daniel Prieto-Alhambra, Peter R Rijnbeek

JMIR Med Inform 2021 (Apr 05); 9(4):e21547

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Development and Validation of Clinical Prediction Models for Surgical Success in Patients With Endometriosis: Protocol for a Mixed Methods Study

Nadine Marlin, Carol Rivas, John Allotey, Julie Dodds, Andrew Horne, Elizabeth Ball

JMIR Res Protoc 2021 (Apr 05); 10(4):e20986

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Radiomic and Genomic Machine Learning Method Performance for Prostate Cancer Diagnosis: Systematic Literature Review

Rossana Castaldo, Carlo Cavaliere, Andrea Soricelli, Marco Salvatore, Leandro Pecchia, Monica Franzese

J Med Internet Res 2021 (Apr 01); 23(4):e22394

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Mortality Prediction of Patients With Cardiovascular Disease Using Medical Claims Data Under Artificial Intelligence Architectures: Validation Study

Linh Tran, Lianhua Chi, Alessio Bonti, Mohamed Abdelrazek, Yi-Ping Phoebe Chen

JMIR Med Inform 2021 (Apr 01); 9(4):e25000

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Accuracy of an Artificial Intelligence System for Cancer Clinical Trial Eligibility Screening: Retrospective Pilot Study

Tufia Haddad, Jane M Helgeson, Katharine E Pomerleau, Anita M Preininger, M Christopher Roebuck, Irene Dankwa-Mullan, Gretchen Purcell Jackson, Matthew P Goetz

JMIR Med Inform 2021 (Mar 26); 9(3):e27767

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The Implementation Science for Genomic Health Translation (INSIGHT) Study in Epilepsy: Protocol for a Learning Health Care System

Elena Valeryevna Feofanova, Guo-Qiang Zhang, Samden Lhatoo, Ginger A Metcalf, Eric Boerwinkle, Eric Venner

JMIR Res Protoc 2021 (Mar 26); 10(3):e25576

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Modeling Predictive Age-Dependent and Age-Independent Symptoms and Comorbidities of Patients Seeking Treatment for COVID-19: Model Development and Validation Study

Yingxiang Huang, Dina Radenkovic, Kevin Perez, Kari Nadeau, Eric Verdin, David Furman

J Med Internet Res 2021 (Mar 25); 23(3):e25696

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Noninvasive Real-Time Mortality Prediction in Intensive Care Units Based on Gradient Boosting Method: Model Development and Validation Study

Huizhen Jiang, Longxiang Su, Hao Wang, Dongkai Li, Congpu Zhao, Na Hong, Yun Long, Weiguo Zhu

JMIR Med Inform 2021 (Mar 25); 9(3):e23888

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Early Prediction of Unplanned 30-Day Hospital Readmission: Model Development and Retrospective Data Analysis

Peng Zhao, Illhoi Yoo, Syed H Naqvi

JMIR Med Inform 2021 (Mar 23); 9(3):e16306

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Applying Clinical Decision Support Design Best Practices With the Practical Robust Implementation and Sustainability Model Versus Reliance on Commercially Available Clinical Decision Support Tools: Randomized Controlled Trial

Katy E Trinkley, Miranda E Kroehl, Michael G Kahn, Larry A Allen, Tellen D Bennett, Gary Hale, Heather Haugen, Simeon Heckman, David P Kao, Janet Kim, Daniel M Matlock, Daniel C Malone, Robert L Page 2nd, Jessica Stine, Krithika Suresh, Lauren Wells, Chen-Tan Lin

JMIR Med Inform 2021 (Mar 22); 9(3):e24359

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Clinical Decision Support for Traumatic Brain Injury: Identifying a Framework for Practical Model-Based Intracranial Pressure Estimation at Multihour Timescales

J N Stroh, Tellen D Bennett, Vitaly Kheyfets, David Albers

JMIR Med Inform 2021 (Mar 22); 9(3):e23215

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A Novel Convolutional Neural Network for the Diagnosis and Classification of Rosacea: Usability Study

Zhixiang Zhao, Che-Ming Wu, Shuping Zhang, Fanping He, Fangfen Liu, Ben Wang, Yingxue Huang, Wei Shi, Dan Jian, Hongfu Xie, Chao-Yuan Yeh, Ji Li

JMIR Med Inform 2021 (Mar 15); 9(3):e23415

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A Semiautomated Classification System for Producing Service Directories in Social and Health Care (DESDE-AND): Maturity Assessment Study

Cristina Romero-Lopez-Alberca, Federico Alonso-Trujillo, Jose Luis Almenara-Abellan, Jose A Salinas-Perez, Mencia R Gutierrez-Colosia, Juan-Luis Gonzalez-Caballero, Sandra Pinzon Pulido, Luis Salvador-Carulla

J Med Internet Res 2021 (Mar 15); 23(3):e24930

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Natural Language Processing of Clinical Notes to Identify Mental Illness and Substance Use Among People Living with HIV: Retrospective Cohort Study

Jessica P Ridgway, Arno Uvin, Jessica Schmitt, Tomasz Oliwa, Ellen Almirol, Samantha Devlin, John Schneider

JMIR Med Inform 2021 (Mar 10); 9(3):e23456

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