Big Data

Toward Better Semantic Interoperability of Data Element Repositories in Medicine: Analysis Study

Zhengyong Hu, Anran Wang, Yifan Duan, Jiayin Zhou, Wanfei Hu, Sizhu Wu

JMIR Med Inform 2024 (Sep 30); 12:e60293

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Multimodal Large Language Models in Health Care: Applications, Challenges, and Future Outlook

Rawan AlSaad, Alaa Abd-alrazaq, Sabri Boughorbel, Arfan Ahmed, Max-Antoine Renault, Rafat Damseh, Javaid Sheikh

J Med Internet Res 2024 (Sep 25); 26:e59505

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Development of a Cohort Analytics Tool for Monitoring Progression Patterns in Cardiovascular Diseases: Advanced Stochastic Modeling Approach

Arindam Brahma, Samir Chatterjee, Kala Seal, Ben Fitzpatrick, Youyou Tao

JMIR Med Inform 2024 (Sep 24); 12:e59392

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Personalized Prediction of Long-Term Renal Function Prognosis Following Nephrectomy Using Interpretable Machine Learning Algorithms: Case-Control Study

Lingyu Xu, Chenyu Li, Shuang Gao, Long Zhao, Chen Guan, Xuefei Shen, Zhihui Zhu, Cheng Guo, Liwei Zhang, Chengyu Yang, Quandong Bu, Bin Zhou, Yan Xu

JMIR Med Inform 2024 (Sep 20); 12:e52837

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Early Diagnosis of Hereditary Angioedema in Japan Based on a US Medical Dataset: Algorithm Development and Validation

Kouhei Yamashita, Yuji Nomoto, Tomoya Hirose, Akira Yutani, Akira Okada, Nayu Watanabe, Ken Suzuki, Munenori Senzaki, Tomohiro Kuroda

JMIR Med Inform 2024 (Sep 13); 12:e59858

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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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Viability of Open Large Language Models for Clinical Documentation in German Health Care: Real-World Model Evaluation Study

Felix Heilmeyer, Daniel Böhringer, Thomas Reinhard, Sebastian Arens, Lisa Lyssenko, Christian Haverkamp

JMIR Med Inform 2024 (Aug 28); 12:e59617

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Assessing the Effect of Electronic Health Record Data Quality on Identifying Patients With Type 2 Diabetes: Cross-Sectional Study

Priyanka Dua Sood, Star Liu, Harold Lehmann, Hadi Kharrazi

JMIR Med Inform 2024 (Aug 27); 12:e56734

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Provenance Information for Biomedical Data and Workflows: Scoping Review

Kerstin Gierend, Frank Krüger, Sascha Genehr, Francisca Hartmann, Fabian Siegel, Dagmar Waltemath, Thomas Ganslandt, Atinkut Alamirrew Zeleke

J Med Internet Res 2024 (Aug 23); 26:e51297

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Data Quality–Driven Improvement in Health Care: Systematic Literature Review

Anthony Lighterness, Michael Adcock, Lauren Abigail Scanlon, Gareth Price

J Med Internet Res 2024 (Aug 22); 26:e57615

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The Use of Deep Learning and Machine Learning on Longitudinal Electronic Health Records for the Early Detection and Prevention of Diseases: Scoping Review

Laura Swinckels, Frank C Bennis, Kirsten A Ziesemer, Janneke F M Scheerman, Harmen Bijwaard, Ander de Keijzer, Josef Jan Bruers

J Med Internet Res 2024 (Aug 20); 26:e48320

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Public Involvement and Engagement in Big Data Research: Scoping Review

Piotr Teodorowski, Elisa Jones, Naheed Tahir, Saiqa Ahmed, Sarah E Rodgers, Lucy Frith

J Particip Med 2024 (Aug 16); 16:e56673

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Bridging Real-World Data Gaps: Connecting Dots Across 10 Asian Countries

Guilherme Silva Julian, Wen-Yi Shau, Hsu-Wen Chou, Sajita Setia

JMIR Med Inform 2024 (Aug 15); 12:e58548

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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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Exploring Cancer Incidence Trends by Age and Sex Among 14.14 Million Individuals in China From 2007 to 2021: Population-Based Study

Yingchao Yuan, Chang Liu, Moning Guo, Zhong Xin, Guanjie Chen, Yue Yang, Jianpeng Zheng, Bai Zang, Jinkui Yang

JMIR Public Health Surveill 2024 (Aug 07); 10:e55657

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Digital Maturity as a Predictor of Quality and Safety Outcomes in US Hospitals: Cross-Sectional Observational Study

Anne Snowdon, Abdulkadir Hussein, Melissa Danforth, Alexandra Wright, Reid Oakes

J Med Internet Res 2024 (Aug 06); 26:e56316

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Making Metadata Machine-Readable as the First Step to Providing Findable, Accessible, Interoperable, and Reusable Population Health Data: Framework Development and Implementation Study

David Amadi, Sylvia Kiwuwa-Muyingo, Tathagata Bhattacharjee, Amelia Taylor, Agnes Kiragga, Michael Ochola, Chifundo Kanjala, Arofan Gregory, Keith Tomlin, Jim Todd, Jay Greenfield

Online J Public Health Inform 2024 (Aug 01); 16:e56237

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Introducing Attribute Association Graphs to Facilitate Medical Data Exploration: Development and Evaluation Using Epidemiological Study Data

Louis Bellmann, Alexander Johannes Wiederhold, Leona Trübe, Raphael Twerenbold, Frank Ückert, Karl Gottfried

JMIR Med Inform 2024 (Jul 24); 12:e49865

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Accessible Ecosystem for Clinical Research (Federated Learning for Everyone): Development and Usability Study

Ashkan Pirmani, Martijn Oldenhof, Liesbet M Peeters, Edward De Brouwer, Yves Moreau

JMIR Form Res 2024 (Jul 17); 8:e55496

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