Secondary Use of Clinical Data for Research and Surveillance

Automatic International Classification of Diseases Coding System: Deep Contextualized Language Model With Rule-Based Approaches

Pei-Fu Chen, Kuan-Chih Chen, Wei-Chih Liao, Feipei Lai, Tai-Liang He, Sheng-Che Lin, Wei-Jen Chen, Chi-Yu Yang, Yu-Cheng Lin, I-Chang Tsai, Chi-Hao Chiu, Shu-Chih Chang, Fang-Ming Hung

JMIR Med Inform 2022 (Jun 29); 10(6):e37557

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Practices and Attitudes of Bavarian Stakeholders Regarding the Secondary Use of Health Data for Research Purposes During the COVID-19 Pandemic: Qualitative Interview Study

Stuart McLennan, Sarah Rachut, Johannes Lange, Amelia Fiske, Dirk Heckmann, Alena Buyx

J Med Internet Res 2022 (Jun 27); 24(6):e38754

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Identifying Patients With Delirium Based on Unstructured Clinical Notes: Observational Study

Wendong Ge, Haitham Alabsi, Aayushee Jain, Elissa Ye, Haoqi Sun, Marta Fernandes, Colin Magdamo, Ryan A Tesh, Sarah I Collens, Amy Newhouse, Lidia MVR Moura, Sahar Zafar, John Hsu, Oluwaseun Akeju, Gregory K Robbins, Shibani S Mukerji, Sudeshna Das, M Brandon Westover

JMIR Form Res 2022 (Jun 24); 6(6):e33834

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Predicting Risk of Hypoglycemia in Patients With Type 2 Diabetes by Electronic Health Record–Based Machine Learning: Development and Validation

Hao Yang, Jiaxi Li, Siru Liu, Xiaoling Yang, Jialin Liu

JMIR Med Inform 2022 (Jun 16); 10(6):e36958

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Multitask Learning With Recurrent Neural Networks for Acute Respiratory Distress Syndrome Prediction Using Only Electronic Health Record Data: Model Development and Validation Study

Carson Lam, Rahul Thapa, Jenish Maharjan, Keyvan Rahmani, Chak Foon Tso, Navan Preet Singh, Satish Casie Chetty, Qingqing Mao

JMIR Med Inform 2022 (Jun 15); 10(6):e36202

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The Prediction of Preterm Birth Using Time-Series Technology-Based Machine Learning: Retrospective Cohort Study

Yichao Zhang, Sha Lu, Yina Wu, Wensheng Hu, Zhenming Yuan

JMIR Med Inform 2022 (Jun 13); 10(6):e33835

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Medication-Wide Association Study Using Electronic Health Record Data of Prescription Medication Exposure and Multifetal Pregnancies: Retrospective Study

Lena Davidson, Silvia P Canelón, Mary Regina Boland

JMIR Med Inform 2022 (Jun 07); 10(6):e32229

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Noninvasive Diagnosis of Nonalcoholic Steatohepatitis and Advanced Liver Fibrosis Using Machine Learning Methods: Comparative Study With Existing Quantitative Risk Scores

Yonghui Wu, Xi Yang, Heather L Morris, Matthew J Gurka, Elizabeth A Shenkman, Kenneth Cusi, Fernando Bril, William T Donahoo

JMIR Med Inform 2022 (Jun 06); 10(6):e36997

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Predicting 30-Day Readmission Risk for Patients With Chronic Obstructive Pulmonary Disease Through a Federated Machine Learning Architecture on Findable, Accessible, Interoperable, and Reusable (FAIR) Data: Development and Validation Study

Celia Alvarez-Romero, Alicia Martinez-Garcia, Jara Ternero Vega, Pablo Díaz-Jimènez, Carlos Jimènez-Juan, María Dolores Nieto-Martín, Esther Román Villarán, Tomi Kovacevic, Darijo Bokan, Sanja Hromis, Jelena Djekic Malbasa, Suzana Beslać, Bojan Zaric, Mert Gencturk, A Anil Sinaci, Manuel Ollero Baturone, Carlos Luis Parra Calderón

JMIR Med Inform 2022 (Jun 02); 10(6):e35307

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The Architecture of a Feasibility Query Portal for Distributed COVID-19 Fast Healthcare Interoperability Resources (FHIR) Patient Data Repositories: Design and Implementation Study

Julian Gruendner, Noemi Deppenwiese, Michael Folz, Thomas Köhler, Björn Kroll, Hans-Ulrich Prokosch, Lorenz Rosenau, Mathias Rühle, Marc-Anton Scheidl, Christina Schüttler, Brita Sedlmayr, Alexander Twrdik, Alexander Kiel, Raphael W Majeed

JMIR Med Inform 2022 (May 25); 10(5):e36709

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Identifying Cases of Shoulder Injury Related to Vaccine Administration (SIRVA) in the United States: Development and Validation of a Natural Language Processing Method

Chengyi Zheng, Jonathan Duffy, In-Lu Amy Liu, Lina S Sy, Ronald A Navarro, Sunhea S Kim, Denison S Ryan, Wansu Chen, Lei Qian, Cheryl Mercado, Steven J Jacobsen

JMIR Public Health Surveill 2022 (May 24); 8(5):e30426

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Domain-Specific Common Data Elements for Rare Disease Registration: Conceptual Approach of a European Joint Initiative Toward Semantic Interoperability in Rare Disease Research

Haitham Abaza, Dennis Kadioglu, Simona Martin, Andri Papadopoulou, Bruna dos Santos Vieira, Franz Schaefer, Holger Storf

JMIR Med Inform 2022 (May 20); 10(5):e32158

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Identifying Patients With Hypoglycemia Using Natural Language Processing: Systematic Literature Review

Yaguang Zheng, Victoria Vaughan Dickson, Saul Blecker, Jason M Ng, Brynne Campbell Rice, Gail D’Eramo Melkus, Liat Shenkar, Marie Claire R Mortejo, Stephen B Johnson

JMIR Diabetes 2022 (May 16); 7(2):e34681

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Exploring Sentiment and Care Management of Hospitalized Patients During the First Wave of the COVID-19 Pandemic Using Electronic Nursing Health Records: Descriptive Study

Juan Nicolás Cuenca-Zaldívar, Maria Torrente-Regidor, Laura Martín-Losada, César Fernández-De-Las-Peñas, Lidiane Lima Florencio, Pedro Alexandre Sousa, Domingo Palacios-Ceña

JMIR Med Inform 2022 (May 12); 10(5):e38308

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Factors Associated With COVID-19 Death in the United States: Cohort Study

Uan-I Chen, Hua Xu, Trudy Millard Krause, Raymond Greenberg, Xiao Dong, Xiaoqian Jiang

JMIR Public Health Surveill 2022 (May 12); 8(5):e29343

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Characterization of Electronic Health Record Use Outside Scheduled Clinic Hours Among Primary Care Pediatricians: Retrospective Descriptive Task Analysis of Electronic Health Record Access Log Data

Selasi Attipoe, Jeffrey Hoffman, Steve Rust, Yungui Huang, John A Barnard, Sharon Schweikhart, Jennifer L Hefner, Daniel M Walker, Simon Linwood

JMIR Med Inform 2022 (May 12); 10(5):e34787

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Electronic Medical Record–Based Machine Learning Approach to Predict the Risk of 30-Day Adverse Cardiac Events After Invasive Coronary Treatment: Machine Learning Model Development and Validation

Osung Kwon, Wonjun Na, Heejun Kang, Tae Joon Jun, Jihoon Kweon, Gyung-Min Park, YongHyun Cho, Cinyoung Hur, Jungwoo Chae, Do-Yoon Kang, Pil Hyung Lee, Jung-Min Ahn, Duk-Woo Park, Soo-Jin Kang, Seung-Whan Lee, Cheol Whan Lee, Seong-Wook Park, Seung-Jung Park, Dong Hyun Yang, Young-Hak Kim

JMIR Med Inform 2022 (May 11); 10(5):e26801

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Computerized Clinical Decision Support Systems for the Early Detection of Sepsis Among Pediatric, Neonatal, and Maternal Inpatients: Scoping Review

Khalia Ackermann, Jannah Baker, Marino Festa, Brendan McMullan, Johanna Westbrook, Ling Li

JMIR Med Inform 2022 (May 06); 10(5):e35061

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Clustering Diagnoses From 58 Million Patient Visits in Finland Between 2015 and 2018

Pasi Fränti, Sami Sieranoja, Katja Wikström, Tiina Laatikainen

JMIR Med Inform 2022 (May 04); 10(5):e35422

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Social Networking Service, Patient-Generated Health Data, and Population Health Informatics: National Cross-sectional Study of Patterns and Implications of Leveraging Digital Technologies to Support Mental Health and Well-being

Jiancheng Ye, Zidan Wang, Jiarui Hai

J Med Internet Res 2022 (Apr 29); 24(4):e30898

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