Secondary Use of Clinical Data for Research and Surveillance

Predictive Modeling of Hypertension-Related Postpartum Readmission: Retrospective Cohort Analysis

Jinxin Tao, Ramsey G Larson, Yonatan Mintz, Oguzhan Alagoz, Kara K Hoppe

JMIR AI 2024 (Sep 13); 3:e48588

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Lyme Disease Under-Ascertainment During the COVID-19 Pandemic in the United States: Retrospective Study

Brie S Jones, Michael E DeWitt, Jennifer J Wenner, John W Sanders

JMIR Public Health Surveill 2024 (Sep 12); 10:e56571

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Development of Lung Cancer Risk Prediction Machine Learning Models for Equitable Learning Health System: Retrospective Study

Anjun Chen, Erman Wu, Ran Huang, Bairong Shen, Ruobing Han, Jian Wen, Zhiyong Zhang, Qinghua Li

JMIR AI 2024 (Sep 11); 3:e56590

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Natural Language Processing Versus Diagnosis Code–Based Methods for Postherpetic Neuralgia Identification: Algorithm Development and Validation

Chengyi Zheng, Bradley Ackerson, Sijia Qiu, Lina S Sy, Leticia I Vega Daily, Jeannie Song, Lei Qian, Yi Luo, Jennifer H Ku, Yanjun Cheng, Jun Wu, Hung Fu Tseng

JMIR Med Inform 2024 (Sep 10); 12:e57949

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Automated Identification of Postoperative Infections to Allow Prediction and Surveillance Based on Electronic Health Record Data: Scoping Review

Siri Lise van der Meijden, Anna M van Boekel, Harry van Goor, Rob GHH Nelissen, Jan W Schoones, Ewout W Steyerberg, Bart F Geerts, Mark GJ de Boer, M Sesmu Arbous

JMIR Med Inform 2024 (Sep 10); 12:e57195

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A Case Demonstration of the Open Health Natural Language Processing Toolkit From the National COVID-19 Cohort Collaborative and the Researching COVID to Enhance Recovery Programs for a Natural Language Processing System for COVID-19 or Postacute Sequelae of SARS CoV-2 Infection: Algorithm Development and Validation

Andrew Wen, Liwei Wang, Huan He, Sunyang Fu, Sijia Liu, David A Hanauer, Daniel R Harris, Ramakanth Kavuluru, Rui Zhang, Karthik Natarajan, Nishanth P Pavinkurve, Janos Hajagos, Sritha Rajupet, Veena Lingam, Mary Saltz, Corey Elowsky, Richard A Moffitt, Farrukh M Koraishy, Matvey B Palchuk, Jordan Donovan, Lora Lingrey, Garo Stone-DerHagopian, Robert T Miller, Andrew E Williams, Peter J Leese, Paul I Kovach, Emily R Pfaff, Mikhail Zemmel, Robert D Pates, Nick Guthe, Melissa A Haendel, Christopher G Chute, Hongfang Liu, National COVID Cohort Collaborative, The RECOVER Initiative

JMIR Med Inform 2024 (Sep 09); 12:e49997

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Promoting Collaborative Scholarship During the COVID-19 Pandemic Through an Innovative COVID-19 Data Explorer and Repository at Yale School of Medicine: Development and Usability Study

Angela Maria Victoria-Castro, Tanima Arora, Michael Simonov, Aditya Biswas, Jameel Alausa, Labeebah Subair, Brett Gerber, Andrew Nguyen, Allen Hsiao, Richard Hintz, Yu Yamamoto, Robert Soufer, Gary Desir, Francis Perry Wilson, Merceditas Villanueva

JMIR Form Res 2024 (Sep 03); 8:e52120

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Impact of Long SARS-CoV-2 Omicron Infection on the Health Care Burden: Comparative Case-Control Study Between Omicron and Pre-Omicron Waves

Bernardo Valdivieso-Martinez, Victoria Lopez-Sanchez, Inma Sauri, Javier Diaz, Jose Miguel Calderon, Maria Eugenia Gas-Lopez, Laura Lidon, Juliette Philibert, Jose Luis Lopez-Hontangas, David Navarro, Llanos Cuenca, Maria Jose Forner, Josep Redon

JMIR Public Health Surveill 2024 (Sep 03); 10:e53580

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Traditional Machine Learning, Deep Learning, and BERT (Large Language Model) Approaches for Predicting Hospitalizations From Nurse Triage Notes: Comparative Evaluation of Resource Management

Dhavalkumar Patel, Prem Timsina, Larisa Gorenstein, Benjamin S Glicksberg, Ganesh Raut, Satya Narayan Cheetirala, Fabio Santana, Jules Tamegue, Arash Kia, Eyal Zimlichman, Matthew A Levin, Robert Freeman, Eyal Klang

JMIR AI 2024 (Aug 27); 3:e52190

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Hospitalizations for Food-Induced Anaphylaxis Between 2016 and 2021: Population-Based Epidemiologic Study

Rodrigo Jimenez-Garcia, Ana Lopez-de-Andres, Valentin Hernandez-Barrera, Jose J Zamorano-Leon, Natividad Cuadrado-Corrales, Javier de Miguel-Diez, Jose L del-Barrio, Ana Jimenez-Sierra, David Carabantes-Alarcon

JMIR Public Health Surveill 2024 (Aug 27); 10:e57340

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Evaluation of a Natural Language Processing Approach to Identify Diagnostic Errors and Analysis of Safety Learning System Case Review Data: Retrospective Cohort Study

Azade Tabaie, Alberta Tran, Tony Calabria, Sonita S Bennett, Arianna Milicia, William Weintraub, William James Gallagher, John Yosaitis, Laura C Schubel, Mary A Hill, Kelly Michelle Smith, Kristen Miller

J Med Internet Res 2024 (Aug 26); 26:e50935

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Creating a Modified Version of the Cambridge Multimorbidity Score to Predict Mortality in People Older Than 16 Years: Model Development and Validation

Debasish Kar, Kathryn S Taylor, Mark Joy, Sudhir Venkatesan, Wilhelmine Meeraus, Sylvia Taylor, Sneha N Anand, Filipa Ferreira, Gavin Jamie, Xuejuan Fan, Simon de Lusignan

J Med Internet Res 2024 (Aug 26); 26:e56042

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Effective Privacy Protection Strategies for Pregnancy and Gestation Information From Electronic Medical Records: Retrospective Study in a National Health Care Data Network in China

Chao Liu, Yuanshi Jiao, Licong Su, Wenna Liu, Haiping Zhang, Sheng Nie, Mengchun Gong

J Med Internet Res 2024 (Aug 20); 26:e46455

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Emerging Indications for Hyperbaric Oxygen Treatment: Registry Cohort Study

Hideaki L Tanaka, Judy R Rees, Ziyin Zhang, Judy A Ptak, Pamela M Hannigan, Elaine M Silverman, Janet L Peacock, Jay C Buckey, Multicenter Registry for Hyperbaric Oxygen Treatment Consortium

Interact J Med Res 2024 (Aug 20); 13:e53821

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Evaluating and Enhancing the Fitness-for-Purpose of Electronic Health Record Data: Qualitative Study on Current Practices and Pathway to an Automated Approach Within the Medical Informatics for Research and Care in University Medicine Consortium

Gaetan Kamdje Wabo, Preetha Moorthy, Fabian Siegel, Susanne A Seuchter, Thomas Ganslandt

JMIR Med Inform 2024 (Aug 19); 12:e57153

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Predicting Long COVID in the National COVID Cohort Collaborative Using Super Learner: Cohort Study

Zachary Butzin-Dozier, Yunwen Ji, Haodong Li, Jeremy Coyle, Junming Shi, Rachael V Phillips, Andrew N Mertens, Romain Pirracchio, Mark J van der Laan, Rena C Patel, John M Colford, Alan E Hubbard, The National COVID Cohort Collaborative (N3C) Consortium

JMIR Public Health Surveill 2024 (Aug 15); 10:e53322

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Transforming Primary Care Data Into the Observational Medical Outcomes Partnership Common Data Model: Development and Usability Study

Mathilde Fruchart, Paul Quindroit, Chloé Jacquemont, Jean-Baptiste Beuscart, Matthieu Calafiore, Antoine Lamer

JMIR Med Inform 2024 (Aug 13); 12:e49542

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Assessing Opportunities and Barriers to Improving the Secondary Use of Health Care Data at the National Level: Multicase Study in the Kingdom of Saudi Arabia and Estonia

Janek Metsallik, Dirk Draheim, Zlatan Sabic, Thomas Novak, Peeter Ross

J Med Internet Res 2024 (Aug 08); 26:e53369

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Pediatric Sedation Assessment and Management System (PSAMS) for Pediatric Sedation in China: Development and Implementation Report

Ziyu Zhu, Lan Liu, Min Du, Mao Ye, Ximing Xu, Ying Xu

JMIR Med Inform 2024 (Aug 07); 12:e53427

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A Machine Learning Model for Risk Stratification of Postdiagnosis Diabetic Ketoacidosis Hospitalization in Pediatric Type 1 Diabetes: Retrospective Study

Devika Subramanian, Rona Sonabend, Ila Singh

JMIR Diabetes 2024 (Aug 07); 9:e53338

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