Electronic Health Records

Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study

Qingyu Chen, Alex Rankine, Yifan Peng, Elaheh Aghaarabi, Zhiyong Lu

JMIR Med Inform 2021 (Dec 30); 9(12):e27386

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Exploring Reasons for Delayed Start-of-Care Nursing Visits in Home Health Care: Algorithm Development and Data Science Study

Maryam Zolnoori, Jiyoun Song, Margaret V McDonald, Yolanda Barrón, Kenrick Cato, Paulina Sockolow, Sridevi Sridharan, Nicole Onorato, Kathryn H Bowles, Maxim Topaz

JMIR Nursing 2021 (Dec 30); 4(4):e31038

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A Novel Deep Learning–Based System for Triage in the Emergency Department Using Electronic Medical Records: Retrospective Cohort Study

Li-Hung Yao, Ka-Chun Leung, Chu-Lin Tsai, Chien-Hua Huang, Li-Chen Fu

J Med Internet Res 2021 (Dec 27); 23(12):e27008

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Health Care Analytics With Time-Invariant and Time-Variant Feature Importance to Predict Hospital-Acquired Acute Kidney Injury: Observational Longitudinal Study

Horng-Ruey Chua, Kaiping Zheng, Anantharaman Vathsala, Kee-Yuan Ngiam, Hui-Kim Yap, Liangjian Lu, Ho-Yee Tiong, Amartya Mukhopadhyay, Graeme MacLaren, Shir-Lynn Lim, K Akalya, Beng-Chin Ooi

J Med Internet Res 2021 (Dec 24); 23(12):e30805

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Electronic Health Record Implementations and Insufficient Training Endanger Nurses’ Well-being: Cross-sectional Survey Study

Tarja Heponiemi, Kia Gluschkoff, Tuulikki Vehko, Anu-Marja Kaihlanen, Kaija Saranto, Sari Nissinen, Janna Nadav, Sari Kujala

J Med Internet Res 2021 (Dec 23); 23(12):e27096

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Value of the Electronic Medical Record for Hospital Care: Update From the Literature

Aykut Uslu, Jürgen Stausberg

J Med Internet Res 2021 (Dec 23); 23(12):e26323

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Identifying Data Quality Dimensions for Person-Generated Wearable Device Data: Multi-Method Study

Sylvia Cho, Chunhua Weng, Michael G Kahn, Karthik Natarajan

JMIR Mhealth Uhealth 2021 (Dec 23); 9(12):e31618

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Implementation of Fingerprint Technology for Unique Patient Matching and Identification at an HIV Care and Treatment Facility in Western Kenya: Cross-sectional Study

Noah Kasiiti Jaafa, Benard Mokaya, Simon Muhindi Savai, Ada Yeung, Abraham Mosigisi Siika, Martin Were

J Med Internet Res 2021 (Dec 22); 23(12):e28958

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Artificial Intelligence–Based Framework for Analyzing Health Care Staff Security Practice: Mapping Review and Simulation Study

Prosper Kandabongee Yeng, Livinus Obiora Nweke, Bian Yang, Muhammad Ali Fauzi, Einar Arthur Snekkenes

JMIR Med Inform 2021 (Dec 22); 9(12):e19250

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An Integrated Model to Improve Medication Reconciliation in Oncology: Prospective Interventional Study

Alessandro Passardi, Patrizia Serra, Caterina Donati, Federica Fiori, Sabrina Prati, Roberto Vespignani, Gabriele Taglioni, Patrizia Farfaneti Ghetti, Giovanni Martinelli, Oriana Nanni, Mattia Altini, Giovanni Luca Frassineti, Martina Vittoria Minguzzi

J Med Internet Res 2021 (Dec 20); 23(12):e31321

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The Health Care Sector’s Experience of Blockchain: A Cross-disciplinary Investigation of Its Real Transformative Potential

Karen Yeung

J Med Internet Res 2021 (Dec 20); 23(12):e24109

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mUzima Mobile Electronic Health Record (EHR) System: Development and Implementation at Scale

Martin Chieng Were, Simon Savai, Benard Mokaya, Samuel Mbugua, Nyoman Ribeka, Preetam Cholli, Ada Yeung

J Med Internet Res 2021 (Dec 14); 23(12):e26381

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Sharing Clinical Notes and Electronic Health Records With People Affected by Mental Health Conditions: Scoping Review

Julian Schwarz, Annika Bärkås, Charlotte Blease, Lorna Collins, Maria Hägglund, Sarah Markham, Stefan Hochwarter

JMIR Ment Health 2021 (Dec 14); 8(12):e34170

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Transformation and Evaluation of the MIMIC Database in the OMOP Common Data Model: Development and Usability Study

Nicolas Paris, Antoine Lamer, Adrien Parrot

JMIR Med Inform 2021 (Dec 14); 9(12):e30970

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Machine Learning Algorithms to Detect Subclinical Keratoconus: Systematic Review

Howard Maile, Ji-Peng Olivia Li, Daniel Gore, Marcello Leucci, Padraig Mulholland, Scott Hau, Anita Szabo, Ismail Moghul, Konstantinos Balaskas, Kaoru Fujinami, Pirro Hysi, Alice Davidson, Petra Liskova, Alison Hardcastle, Stephen Tuft, Nikolas Pontikos

JMIR Med Inform 2021 (Dec 13); 9(12):e27363

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Leveraging National Claims and Hospital Big Data: Cohort Study on a Statin-Drug Interaction Use Case

Aurélie Bannay, Mathilde Bories, Pascal Le Corre, Christine Riou, Pierre Lemordant, Pascal Van Hille, Emmanuel Chazard, Xavier Dode, Marc Cuggia, Guillaume Bouzillé

JMIR Med Inform 2021 (Dec 13); 9(12):e29286

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The Utility of Different Data Standards to Document Adverse Drug Event Symptoms and Diagnoses: Mixed Methods Study

Erina Chan, Serena S Small, Maeve E Wickham, Vicki Cheng, Ellen Balka, Corinne M Hohl

J Med Internet Res 2021 (Dec 10); 23(12):e27188

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A BERT-Based Generation Model to Transform Medical Texts to SQL Queries for Electronic Medical Records: Model Development and Validation

Youcheng Pan, Chenghao Wang, Baotian Hu, Yang Xiang, Xiaolong Wang, Qingcai Chen, Junjie Chen, Jingcheng Du

JMIR Med Inform 2021 (Dec 08); 9(12):e32698

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On Missingness Features in Machine Learning Models for Critical Care: Observational Study

Janmajay Singh, Masahiro Sato, Tomoko Ohkuma

JMIR Med Inform 2021 (Dec 08); 9(12):e25022

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Differential Biases and Variabilities of Deep Learning–Based Artificial Intelligence and Human Experts in Clinical Diagnosis: Retrospective Cohort and Survey Study

Dongchul Cha, Chongwon Pae, Se A Lee, Gina Na, Young Kyun Hur, Ho Young Lee, A Ra Cho, Young Joon Cho, Sang Gil Han, Sung Huhn Kim, Jae Young Choi, Hae-Jeong Park

JMIR Med Inform 2021 (Dec 08); 9(12):e33049

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