Viewpoints on and Experiences with Digital Technologies in Health
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A Roadmap for Boosting Model Generalizability for Predicting Hospital Encounters for Asthma
JMIR Med Inform 2022 (Mar 01); 10(3):e33044
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Primary Care: The Actual Intelligence Required for Artificial Intelligence to Advance Health Care and Improve Health
JMIR Med Inform 2022 (Mar 08); 10(3):e27691
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Information Extraction Framework for Disability Determination Using a Mental Functioning Use-Case
JMIR Med Inform 2022 (Mar 18); 10(3):e32245
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Machine Learning
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A Bayesian Network Analysis of the Probabilistic Relationships Between Various Obesity Phenotypes and Cardiovascular Disease Risk in Chinese Adults: Chinese Population-Based Observational Study
JMIR Med Inform 2022 (Mar 02); 10(3):e33026
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A Data-Driven Algorithm to Recommend Initial Clinical Workup for Outpatient Specialty Referral: Algorithm Development and Validation Using Electronic Health Record Data and Expert Surveys
JMIR Med Inform 2022 (Mar 03); 10(3):e30104
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Predicting High Flow Nasal Cannula Failure in an Intensive Care Unit Using a Recurrent Neural Network With Transfer Learning and Input Data Perseveration: Retrospective Analysis
JMIR Med Inform 2022 (Mar 03); 10(3):e31760
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Predicting Long-term Survival After Allogeneic Hematopoietic Cell Transplantation in Patients With Hematologic Malignancies: Machine Learning–Based Model Development and Validation
JMIR Med Inform 2022 (Mar 07); 10(3):e32313
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Web-Based Skin Cancer Assessment and Classification Using Machine Learning and Mobile Computerized Adaptive Testing in a Rasch Model: Development Study
JMIR Med Inform 2022 (Mar 09); 10(3):e33006
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Selective Prediction With Long Short-term Memory Using Unit-Wise Batch Standardization for Time Series Health Data Sets: Algorithm Development and Validation
JMIR Med Inform 2022 (Mar 15); 10(3):e30587
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Vascular Aging Estimation Based on Artificial Neural Network Using Photoplethysmogram Waveform Decomposition: Retrospective Cohort Study
JMIR Med Inform 2022 (Mar 17); 10(3):e33439
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Prediction of Chronic Obstructive Pulmonary Disease Exacerbation Events by Using Patient Self-reported Data in a Digital Health App: Statistical Evaluation and Machine Learning Approach
JMIR Med Inform 2022 (Mar 21); 10(3):e26499
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Reviews in Medical Informatics
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State of the Art of Machine Learning–Enabled Clinical Decision Support in Intensive Care Units: Literature Review
JMIR Med Inform 2022 (Mar 03); 10(3):e28781
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Machine Learning–Based Short-Term Mortality Prediction Models for Patients With Cancer Using Electronic Health Record Data: Systematic Review and Critical Appraisal
JMIR Med Inform 2022 (Mar 14); 10(3):e33182
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Clinical Communication, Electronic Consultation and Telehealth
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A Comparison of Census and Cohort Sampling Models for the Longitudinal Collection of User-Reported Data in the Maternity Care Pathway: Mixed Methods Study
JMIR Med Inform 2022 (Mar 04); 10(3):e25477
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Big Data
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Deriving Weight From Big Data: Comparison of Body Weight Measurement–Cleaning Algorithms
JMIR Med Inform 2022 (Mar 09); 10(3):e30328
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Decision Support for Health Professionals
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A Digital Screening System for Alzheimer Disease Based on a Neuropsychological Test and a Convolutional Neural Network: System Development and Validation
JMIR Med Inform 2022 (Mar 09); 10(3):e31106
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Advanced Data Analytics in eHealth
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Patient-Level Fall Risk Prediction Using the Observational Medical Outcomes Partnership’s Common Data Model: Pilot Feasibility Study
JMIR Med Inform 2022 (Mar 11); 10(3):e35104
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Electronic Health Records
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Strategies to Address the Lack of Labeled Data for Supervised Machine Learning Training With Electronic Health Records: Case Study for the Extraction of Symptoms From Clinical Notes
JMIR Med Inform 2022 (Mar 14); 10(3):e32903
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Electronic Health Record–Triggered Research Infrastructure Combining Real-world Electronic Health Record Data and Patient-Reported Outcomes to Detect Benefits, Risks, and Impact of Medication: Development Study
JMIR Med Inform 2022 (Mar 16); 10(3):e33250
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Imaging Informatics
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Using a Convolutional Neural Network and Convolutional Long Short-term Memory to Automatically Detect Aneurysms on 2D Digital Subtraction Angiography Images: Framework Development and Validation
JMIR Med Inform 2022 (Mar 16); 10(3):e28880
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