Electronic Health Records

Monitoring Diagnostic Safety Risks in Emergency Departments: Protocol for a Machine Learning Study

Moein Enayati, Mustafa Sir, Xingyu Zhang, Sarah J Parker, Elizabeth Duffy, Hardeep Singh, Prashant Mahajan, Kalyan S Pasupathy

JMIR Res Protoc 2021 (Jun 14); 10(6):e24642

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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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Implementing Vertical Federated Learning Using Autoencoders: Practical Application, Generalizability, and Utility Study

Dongchul Cha, MinDong Sung, Yu-Rang Park

JMIR Med Inform 2021 (Jun 09); 9(6):e26598

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Secondary Use of Clinical Data in Data-Gathering, Non-Interventional Research or Learning Activities: Definition, Types, and a Framework for Risk Assessment

Martin Jungkunz, Anja Köngeter, Katja Mehlis, Eva C Winkler, Christoph Schickhardt

J Med Internet Res 2021 (Jun 08); 23(6):e26631

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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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Using Electronic Health Records to Mitigate Workplace Burnout Among Clinicians During the COVID-19 Pandemic: Field Study in Iran

Pouyan Esmaeilzadeh, Tala Mirzaei

JMIR Med Inform 2021 (Jun 03); 9(6):e28497

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Patient Rationales Against the Use of Patient-Accessible Electronic Health Records: Qualitative Study

Hanne Støre Valeur, Anne Kveim Lie, Kåre Moen

J Med Internet Res 2021 (May 28); 23(5):e24090

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Patient Recruitment Into a Multicenter Clinical Cohort Linking Electronic Health Records From 5 Health Systems: Cross-sectional Analysis

Wendy L Bennett, Carolyn T Bramante, Scott D Rothenberger, Jennifer L Kraschnewski, Sharon J Herring, Michelle R Lent, Jeanne M Clark, Molly B Conroy, Harold Lehmann, Nickie Cappella, Megan Gauvey-Kern, Jody McCullough, Kathleen M McTigue

J Med Internet Res 2021 (May 27); 23(5):e24003

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Authors’ Reply to: Minimizing Selection and Classification Biases Comment on “Clinical Characteristics and Prognostic Factors for Intensive Care Unit Admission of Patients With COVID-19: Retrospective Study Using Machine Learning and Natural Language Processing”

Jose Luis Izquierdo, Joan B Soriano

J Med Internet Res 2021 (May 26); 23(5):e29405

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Minimizing Selection and Classification Biases. Comment on “Clinical Characteristics and Prognostic Factors for Intensive Care Unit Admission of Patients With COVID-19: Retrospective Study Using Machine Learning and Natural Language Processing”

Francisco Martos Pérez, Ricardo Gomez Huelgas, María Dolores Martín Escalante, José Manuel Casas Rojo

J Med Internet Res 2021 (May 26); 23(5):e27142

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Leveraging Genetic Reports and Electronic Health Records for the Prediction of Primary Cancers: Algorithm Development and Validation Study

Nansu Zong, Victoria Ngo, Daniel J Stone, Andrew Wen, Yiqing Zhao, Yue Yu, Sijia Liu, Ming Huang, Chen Wang, Guoqian Jiang

JMIR Med Inform 2021 (May 25); 9(5):e23586

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Predicting Risk of Hospital Admission in Patients With Suspected COVID-19 in a Community Setting: Protocol for Development and Validation of a Multivariate Risk Prediction Tool

Ana Belen Espinosa-Gonzalez, Ana Luisa Neves, Francesca Fiorentino, Denys Prociuk, Laiba Husain, Sonny Christian Ramtale, Emma Mi, Ella Mi, Jack Macartney, Sneha N Anand, Julian Sherlock, Kavitha Saravanakumar, Erik Mayer, Simon de Lusignan, Trisha Greenhalgh, Brendan C Delaney

JMIR Res Protoc 2021 (May 25); 10(5):e29072

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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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Predicting Prolonged Length of Hospital Stay for Peritoneal Dialysis–Treated Patients Using Stacked Generalization: Model Development and Validation Study

Guilan Kong, Jingyi Wu, Hong Chu, Chao Yang, Yu Lin, Ke Lin, Ying Shi, Haibo Wang, Luxia Zhang

JMIR Med Inform 2021 (May 19); 9(5):e17886

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Evaluating the Effectiveness of NoteAid in a Community Hospital Setting: Randomized Trial of Electronic Health Record Note Comprehension Interventions With Patients

John P Lalor, Wen Hu, Matthew Tran, Hao Wu, Kathleen M Mazor, Hong Yu

J Med Internet Res 2021 (May 13); 23(5):e26354

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Electronic Health Records–Based Cardio-Oncology Registry for Care Gap Identification and Pragmatic Research: Procedure and Observational Study

Alvin Chandra, Steven T Philips, Ambarish Pandey, Mujeeb Basit, Vaishnavi Kannan, Evan J Sara, Sandeep R Das, Simon J C Lee, Barbara Haley, DuWayne L Willett, Vlad G Zaha

JMIR Cardio 2021 (May 12); 5(1):e22296

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Transforming a Patient Registry Into a Customized Data Set for the Advanced Statistical Analysis of Health Risk Factors and for Medication-Related Hospitalization Research: Retrospective Hospital Patient Registry Study

Zhivko Taushanov, Henk Verloo, Boris Wernli, Saviana Di Giovanni, Armin von Gunten, Filipa Pereira

JMIR Med Inform 2021 (May 11); 9(5):e24205

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Automatic Classification of Screen Gaze and Dialogue in Doctor-Patient-Computer Interactions: Computational Ethnography Algorithm Development and Validation

Samar Helou, Victoria Abou-Khalil, Riccardo Iacobucci, Elie El Helou, Ken Kiyono

J Med Internet Res 2021 (May 10); 23(5):e25218

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Combining External Medical Knowledge for Improving Obstetric Intelligent Diagnosis: Model Development and Validation

Kunli Zhang, Linkun Cai, Yu Song, Tao Liu, Yueshu Zhao

JMIR Med Inform 2021 (May 10); 9(5):e25304

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Anomaly Detection Algorithm for Real-World Data and Evidence in Clinical Research: Implementation, Evaluation, and Validation Study

Vendula Churová, Roman Vyškovský, Kateřina Maršálová, David Kudláček, Daniel Schwarz

JMIR Med Inform 2021 (May 07); 9(5):e27172

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