Adverse Drug Events Detection, Pharmacovigilance and Surveillance
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Chinese-Named Entity Recognition From Adverse Drug Event Records: Radical Embedding-Combined Dynamic Embedding–Based BERT in a Bidirectional Long Short-term Conditional Random Field (Bi-LSTM-CRF) Model
JMIR Med Inform 2021 (Dec 01); 9(12):e26407
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Decision Support for Health Professionals
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Deep Learning–Assisted Burn Wound Diagnosis: Diagnostic Model Development Study
JMIR Med Inform 2021 (Dec 02); 9(12):e22798
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Machine Learning
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Machine Learning Methodologies for Prediction of Rhythm-Control Strategy in Patients Diagnosed With Atrial Fibrillation: Observational, Retrospective, Case-Control Study
JMIR Med Inform 2021 (Dec 06); 9(12):e29225
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Prediction Algorithms for Blood Pressure Based on Pulse Wave Velocity Using Health Checkup Data in Healthy Korean Men: Algorithm Development and Validation
JMIR Med Inform 2021 (Dec 08); 9(12):e29212
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On Missingness Features in Machine Learning Models for Critical Care: Observational Study
JMIR Med Inform 2021 (Dec 08); 9(12):e25022
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Clinical Communication, Electronic Consultation and Telehealth
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A Smartphone App (AnSim) With Various Types and Forms of Messages Using the Transtheoretical Model for Cardiac Rehabilitation in Patients With Coronary Artery Disease: Development and Usability Study
JMIR Med Inform 2021 (Dec 07); 9(12):e23285
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The Effect of Automated Mammogram Orders Paired With Electronic Invitations to Self-schedule on Mammogram Scheduling Outcomes: Observational Cohort Comparison
JMIR Med Inform 2021 (Dec 07); 9(12):e27072
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Computer-Aided Diagnosis
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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
JMIR Med Inform 2021 (Dec 08); 9(12):e33049
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Electronic Health Records
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A BERT-Based Generation Model to Transform Medical Texts to SQL Queries for Electronic Medical Records: Model Development and Validation
JMIR Med Inform 2021 (Dec 08); 9(12):e32698
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Secondary Use of Clinical Data for Research and Surveillance
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Leveraging National Claims and Hospital Big Data: Cohort Study on a Statin-Drug Interaction Use Case
JMIR Med Inform 2021 (Dec 13); 9(12):e29286
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Reviews in Medical Informatics
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Machine Learning Algorithms to Detect Subclinical Keratoconus: Systematic Review
JMIR Med Inform 2021 (Dec 13); 9(12):e27363
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Artificial Intelligence in Predicting Cardiac Arrest: Scoping Review
JMIR Med Inform 2021 (Dec 17); 9(12):e30798
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Artificial Intelligence–Based Framework for Analyzing Health Care Staff Security Practice: Mapping Review and Simulation Study
JMIR Med Inform 2021 (Dec 22); 9(12):e19250
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Big Data
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Transformation and Evaluation of the MIMIC Database in the OMOP Common Data Model: Development and Usability Study
JMIR Med Inform 2021 (Dec 14); 9(12):e30970
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Viewpoints on and Experiences with Digital Technologies in Health
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Can Real-time Computer-Aided Detection Systems Diminish the Risk of Postcolonoscopy Colorectal Cancer?
JMIR Med Inform 2021 (Dec 24); 9(12):e25328
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Natural Language Processing
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Text Mining of Adverse Events in Clinical Trials: Deep Learning Approach
JMIR Med Inform 2021 (Dec 24); 9(12):e28632
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Theme Issue 2020:National NLP Clinical Challenges/Open Health Natural Language Processing 2019 Challenge Selected Papers
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Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study
JMIR Med Inform 2021 (Dec 30); 9(12):e27386
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