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Predicting Writing Styles of Web-Based Materials for Children's Health Education Using the Selection of Semantic Features: Machine Learning Approach

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (7)

Background: Medical writing styles can have an impact on the understandability of health educational resources. Amid current web-based health informat......

Physicians' Perspectives of Telemedicine During the COVID-19 Pandemic in China: Qualitative Survey Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (6)

Background: Generalized restriction of movement due to the COVID-19 pandemic, together with unprecedented pressure on the health system, has disrupted......

Depression Detection on Reddit With an Emotion-Based Attention Network: Algorithm Development and Validation

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (7)

Background: As a common mental disease, depression seriously affects people's physical and mental health. According to the statistics of the World Hea......

Medical Data Feature Learning Based on Probability and Depth Learning Mining: Model Development and Validation

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (4)

Background: Big data technology provides unlimited potential for efficient storage, processing, querying, and analysis of medical data. Technologies s......

TOP-Net Prediction Model Using Bidirectional Long Short-term Memory and Medical-Grade Wearable Multisensor System for Tachycardia Onset: Algorithm Development Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (4)

Background: Without timely diagnosis and treatment, tachycardia, also called tachyarrhythmia, can cause serious complications such as heart failure, c......

Automated Generation of Personalized Shock Wave Lithotripsy Protocols: Treatment Planning Using Deep Learning

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (5)

Background: Though shock wave lithotripsy (SWL) has developed to be one of the most common treatment approaches for nephrolithiasis in recent decades,......

Use of Machine Learning Algorithms to Predict the Understandability of Health Education Materials: Development and Evaluation Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (5)

Background: Improving the understandability of health information can significantly increase the cost-effectiveness and efficiency of health education......

Combining External Medical Knowledge for Improving Obstetric Intelligent Diagnosis: Model Development and Validation

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (5)

Background: Data-driven medical health information processing has become a new development trend in obstetrics. Electronic medical records (EMRs) are ......

Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (4)

Background: SARS-CoV-2 is straining health care systems globally. The burden on hospitals during the pandemic could be reduced by implementing predict......

Telemedicine for Follow-up Management of Patients After Liver Transplantation: Cohort Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (5)

Background: Technical capabilities for performing liver transplantation have developed rapidly; however, the lack of available livers has prompted the......

Application of Intelligent Computer-Assisted Taylor 3D External Fixation in the Treatment of Tibiofibular Fracture: Retrospective Case Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (5)

Background: With the development of modern society, severe and complex tibial fractures caused by high-energy injuries such as traffic accidents have ......

Document Retrieval for Precision Medicine Using a Deep Learning Ensemble Method

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (6)

Background: With the development of biomedicine, the number of biomedical documents has increased rapidly bringing a great challenge for researchers t......

Predicting Antituberculosis Drug-Induced Liver Injury Using an Interpretable Machine Learning Method: Model Development and Validation Study

期刊: JMIR MEDICAL INFORMATICS, 2021; 9 (7)

Background: Tuberculosis (TB) is a pandemic, being one of the top 10 causes of death and the main cause of death from a single source of infection. Dr......

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