Clinical Informatics

Machine Learning for Risk Group Identification and User Data Collection in a Herpes Simplex Virus Patient Registry: Algorithm Development and Validation Study

Svitlana Surodina, Ching Lam, Svetislav Grbich, Madison Milne-Ives, Michelle van Velthoven, Edward Meinert

JMIRx Med 2021 (Jun 11); 2(2):e25560

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Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study

Rogério Blitz, Michael Storck, Bernhard T Baune, Martin Dugas, Nils Opel

JMIR Ment Health 2021 (Jun 09); 8(6):e26681

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Smart Decentralization of Personal Health Records with Physician Apps and Helper Agents on Blockchain: Platform Design and Implementation Study

Hyeong-Joon Kim, Hye Hyeon Kim, Hosuk Ku, Kyung Don Yoo, Suehyun Lee, Ji In Park, Hyo Jin Kim, Kyeongmin Kim, Moon Kyung Chung, Kye Hwa Lee, Ju Han Kim

JMIR Med Inform 2021 (Jun 07); 9(6):e26230

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Intention to Use Behavioral Health Data From a Health Information Exchange: Mixed Methods Study

Randyl A Cochran, Sue S Feldman, Nataliya V Ivankova, Allyson G Hall, William Opoku-Agyeman

JMIR Ment Health 2021 (May 27); 8(5):e26746

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Digitization of Measurement-Based Care Pathways in Mental Health Through REDCap and Electronic Health Record Integration: Development and Usability Study

Steve Hawley, Joanna Yu, Nikola Bogetic, Natalia Potapova, Chris Wakefield, Mike Thompson, Stefan Kloiber, Sean Hill, Damian Jankowicz, David Rotenberg

J Med Internet Res 2021 (May 20); 23(5):e25656

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Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment

Haeyun Lee, Young Jun Chai, Hyunjin Joo, Kyungsu Lee, Jae Youn Hwang, Seok-Mo Kim, Kwangsoon Kim, Inn-Chul Nam, June Young Choi, Hyeong Won Yu, Myung-Chul Lee, Hiroo Masuoka, Akira Miyauchi, Kyu Eun Lee, Sungwan Kim, Hyoun-Joong Kong

JMIR Med Inform 2021 (May 18); 9(5):e25869

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An Attention Model With Transfer Embeddings to Classify Pneumonia-Related Bilingual Imaging Reports: Algorithm Development and Validation

Hyung Park, Min Song, Eun Byul Lee, Bo Kyung Seo, Chang Min Choi

JMIR Med Inform 2021 (May 17); 9(5):e24803

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Information Quality Frameworks for Digital Health Technologies: Systematic Review

Kayode Philip Fadahunsi, Siobhan O'Connor, James Tosin Akinlua, Petra A Wark, Joseph Gallagher, Christopher Carroll, Josip Car, Azeem Majeed, John O'Donoghue

J Med Internet Res 2021 (May 17); 23(5):e23479

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Knowledge-Infused Abstractive Summarization of Clinical Diagnostic Interviews: Framework Development Study

Gaur Manas, Vamsi Aribandi, Ugur Kursuncu, Amanuel Alambo, Valerie L Shalin, Krishnaprasad Thirunarayan, Jonathan Beich, Meera Narasimhan, Amit Sheth

JMIR Ment Health 2021 (May 10); 8(5):e20865

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Utility, Value, and Benefits of Contemporary Personal Health Records: Integrative Review and Conceptual Synthesis

Umar Ruhi, Ritesh Chugh

J Med Internet Res 2021 (Apr 29); 23(4):e26877

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Physician Stress During Electronic Health Record Inbox Work: In Situ Measurement With Wearable Sensors

Fatema Akbar, Gloria Mark, Stephanie Prausnitz, E Margaret Warton, Jeffrey A East, Mark F Moeller, Mary E Reed, Tracy A Lieu

JMIR Med Inform 2021 (Apr 28); 9(4):e24014

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Predicting Intensive Care Transfers and Other Unforeseen Events: Analytic Model Validation Study and Comparison to Existing Methods

Brandon C Cummings, Sardar Ansari, Jonathan R Motyka, Guan Wang, Richard P Medlin Jr, Steven L Kronick, Karandeep Singh, Pauline K Park, Lena M Napolitano, Robert P Dickson, Michael R Mathis, Michael W Sjoding, Andrew J Admon, Ross Blank, Jakob I McSparron, Kevin R Ward, Christopher E Gillies

JMIR Med Inform 2021 (Apr 21); 9(4):e25066

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Novel Graph-Based Model With Biaffine Attention for Family History Extraction From Clinical Text: Modeling Study

Kecheng Zhan, Weihua Peng, Ying Xiong, Huhao Fu, Qingcai Chen, Xiaolong Wang, Buzhou Tang

JMIR Med Inform 2021 (Apr 21); 9(4):e23587

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Beyond Notes: Why It Is Time to Abandon an Outdated Documentation Paradigm

Jackson Steinkamp, Jacob Kantrowitz, Abhinav Sharma, Wasif Bala

J Med Internet Res 2021 (Apr 20); 23(4):e24179

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Electronic Health Record–Embedded Individualized Pain Plans for Emergency Department Treatment of Vaso-occlusive Episodes in Adults With Sickle Cell Disease: Protocol for a Preimplementation and Postimplementation Study

Lingzi Luo, Allison A King, Yvonne Carroll, Ana A Baumann, Donald Brambilla, Christopher R Carpenter, Joseph Colla, Robert W Gibson, Siera Gollan, Greg Hall, Lisa Klesges, Abdullah Kutlar, Matthew Lyon, Cathy L Melvin, Sarah Norell, Martina Mueller, Michael B Potter, Rachel Richesson, Lynne D Richardson, Gery Ryan, Lauren Siewny, Marsha Treadwell, Leslie Zun, Janelle Armstrong-Brown, Lisa Cox, Paula Tanabe

JMIR Res Protoc 2021 (Apr 16); 10(4):e24818

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Forecasting Future Asthma Hospital Encounters of Patients With Asthma in an Academic Health Care System: Predictive Model Development and Secondary Analysis Study

Yao Tong, Amanda I Messinger, Adam B Wilcox, Sean D Mooney, Giana H Davidson, Pradeep Suri, Gang Luo

J Med Internet Res 2021 (Apr 16); 23(4):e22796

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Real-Time Clinical Decision Support Based on Recurrent Neural Networks for In-Hospital Acute Kidney Injury: External Validation and Model Interpretation

Kipyo Kim, Hyeonsik Yang, Jinyeong Yi, Hyung-Eun Son, Ji-Young Ryu, Yong Chul Kim, Jong Cheol Jeong, Ho Jun Chin, Ki Young Na, Dong-Wan Chae, Seung Seok Han, Sejoong Kim

J Med Internet Res 2021 (Apr 16); 23(4):e24120

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Usability of Electronic Health Record–Generated Discharge Summaries: Heuristic Evaluation

Patrice D Tremoulet, Priyanka D Shah, Alisha A Acosta, Christian W Grant, Jon T Kurtz, Peter Mounas, Michael Kirchhoff, Elizabeth Wade

J Med Internet Res 2021 (Apr 15); 23(4):e25657

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Association of Electronic Health Record Vendors With Hospital Financial and Quality Performance: Retrospective Data Analysis

Bradley Beauvais, Clemens Scott Kruse, Lawrence Fulton, Ramalingam Shanmugam, Zo Ramamonjiarivelo, Matthew Brooks

J Med Internet Res 2021 (Apr 14); 23(4):e23961

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Reduction in Hospital System Opioid Prescribing for Acute Pain Through Default Prescription Preference Settings: Pre–Post Study

Benjamin Heritier Slovis, Jeffrey M Riggio, Melanie Girondo, Cara Martino, Bracken Babula, Lindsey M Roke, John C Kairys

J Med Internet Res 2021 (Apr 14); 23(4):e24360

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