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Evaluation of a Telemonitoring System Using Electronic National Early Warning Scores for Patients Receiving Medical Home Care: Pilot Implementation Study
Background: Telehealth programs and wearable sensors that enable patients to monitor their vital signs have expanded due t...
Jmir Medical Informatics
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Effectiveness of Outpatient Chronic Pain Management for Middle-Aged Patients by Internet Hospitals: Retrospective Cohort Study
Background: Chronic pain is widespread and carries a heavy disease burden, and there is a lack of effective out-of-hospita...
Jmir Medical Informatics
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Enhancing Clinical Decision Making by Predicting Readmission Risk in Patients With Heart Failure Using Machine Learning: Predictive Model Development Study
Background: Heart failure patients frequently face the possibility of rehospitalization following an initial hospital stay...
Jmir Medical Informatics
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The Transformative Potential of Large Language Models in Mining Electronic Health Records Data: Content Analysis
Background: In this study, we evaluate the accuracy, efficiency, and cost-effectiveness of large language models in extrac...
Jmir Medical Informatics
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Development and Evaluation of a Mental Health Chatbot Using ChatGPT 4.0: Mixed Methods User Experience Study With Korean Users
Background: Mental health chatbots have emerged as a promising tool for providing accessible and convenient support to ind...
Jmir Medical Informatics
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Autonomous International Classification of Diseases Coding Using Pretrained Language Models and Advanced Prompt Learning Techniques: Evaluation of an Automated Analysis System Using Medical Text
Background: Machine learning models can reduce the burden on doctors by converting medical records into International Clas...
Jmir Medical Informatics
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Patients’ Experienced Usability and Satisfaction With Digital Health Solutions in a Home Setting: Instrument Validation Study
Background: The field of digital health solutions (DHS) has grown tremendously over the past years. DHS include tools for ...
Jmir Medical Informatics
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Performance of Artificial Intelligence Chatbots on Ultrasound Examinations: Cross-Sectional Comparative Analysis
Background: Artificial intelligence chatbots, including those used in the field of ultrasound, are increasingly used to an...
Jmir Medical Informatics
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Effectiveness of the Facility for Elderly Surveillance System (FESSy) in Two Public Health Center Jurisdictions in Japan: Prospective Observational Study
Background: Residents of elderly facilities are vulnerable to COVID-19 outbreaks. Nevertheless, timely recognition of outb...
Jmir Medical Informatics
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Qwen-2.5 Outperforms Other Large Language Models in the Chinese National Nursing Licensing Examination: Retrospective Cross-Sectional Comparative Study
Background: Large language models (LLMs) have been proposed as valuable tools in medical education and practice. The Chine...
Jmir Medical Informatics
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Risk Prediction of Emergency Department Visits in Patients With Lung Cancer Using Machine Learning: Retrospective Observational Study
Background: Patients with lung cancer are among the most frequent visitors to emergency departments due to cancer-related ...
Jmir Medical Informatics
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Exploring Whether the Electronic Optimization of Routine Health Assessments Can Increase Testing for Sexually Transmitted Infections and Provider Acceptability at an Aboriginal Community Controlled Health Service: Mixed Methods Evaluation
Background: In the context of a syphilis outbreak in neighboring states, a multifaceted systems change to increase testing...
Jmir Medical Informatics
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Detection of Suicidal Ideation in Clinical Interviews for Depression Using Natural Language Processing and Machine Learning: Cross-Sectional Study
Background: Assessing patients’ suicide risk is challenging, especially among those who deny suicidal ideation. Primary ca...
Jmir Medical Informatics
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Applications of the Natural Language Processing Tool ChatGPT in Clinical Practice: Comparative Study and Augmented Systematic Review
Background: This research integrates a comparative analysis of the performance of human researchers and OpenAI's Chat...
Jmir Medical Informatics
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Patient Information Summarization in Clinical Settings: Scoping Review
Background: Information overflow, a common problem in the present clinical environment, can be mitigated by summarizing cl...
Jmir Medical Informatics
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Standardized Comparison of Voice-Based Information and Documentation Systems to Established Systems in Intensive Care: Crossover Study
Background: The medical teams in intensive care units (ICUs) spend increasing amounts of time at computer systems for data...
Jmir Medical Informatics
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The Roles of Electronic Health Records for Clinical Trials in Low- and Middle-Income Countries: Scoping Review
Background: Clinical trials are a crucial element in advancing medical knowledge and developing new treatments by establis...
Jmir Medical Informatics
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Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy
Background: Synthetic data generation (SDG) based on generative adversarial networks (GANs) is used in health care, but re...
Jmir Medical Informatics
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A Large Language Model Screening Tool to Target Patients for Best Practice Alerts: Development and Validation
Background: Best Practice Alerts (BPAs) are alert messages to physicians in the electronic health record that are used to ...
Jmir Medical Informatics
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Machine Learning Models for Blood Glucose Level Prediction in Patients With Diabetes Mellitus: Systematic Review and Network Meta-Analysis
Background: Machine learning (ML) models provide more choices to patients with diabetes mellitus (DM) to more properly man...
Jmir Medical Informatics
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Artificial Intelligence–Based Methods for Integrating Local and Global Features for Brain Cancer Imaging: Scoping Review
Background: Transformer-based models are gaining popularity in medical imaging and cancer imaging applications. Many recen...
Jmir Medical Informatics
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Extracting Clinical Information From Japanese Radiology Reports Using a 2-Stage Deep Learning Approach: Algorithm Development and Validation
Background: Radiology reports are usually written in a free-text format, which makes it challenging to reuse the reports. ...
Jmir Medical Informatics
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Clinical Decision Support to Reduce Opioid Prescriptions for Dental Extractions using SMART on FHIR: Implementation Report
Background: Clinical decision support (CDS) has the potential to improve clinical decision-making consistent with evidence...
Jmir Medical Informatics
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Assessing the Use of German Claims Data Vocabularies for Research in the Observational Medical Outcomes Partnership Common Data Model: Development and Evaluation Study
Background: National classifications and terminologies already routinely used for documentation within patient care settin...
Jmir Medical Informatics
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How People With a Bipolar Disorder Diagnosis Talk About Personal Recovery in Peer Online Support Forums: Corpus Framework Analysis Using the POETIC Framework
Background: Personal recovery is of particular value in bipolar disorder where symptoms often persist despite treatment. T...
Jmir Medical Informatics
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The Journey of Data Within a Global Data Sharing Initiative: A Federated 3-Layer Data Analysis Pipeline to Scale Up Multiple Sclerosis Research
Background: Investigating low-prevalence diseases such as multiple sclerosis is challenging because of the rather small nu...
Jmir Medical Informatics
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Implementing Clinical Information Systems in Sub-Saharan Africa: Report and Lessons Learned From the MatLook Project in Cameroon
Background: Yaoundé Central Hospital (YCH), located in the capital of Cameroon, is one of the leading referral hospitals i...
Jmir Medical Informatics
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The Journey of Zanzibar’s Digitally Enabled Community Health Program to National Scale: Implementation Report
Background: While high-quality primary health care services can meet 80%-90% of health needs over a person’s lifetime, thi...
Jmir Medical Informatics
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ChatGPT-Generated Differential Diagnosis Lists for Complex Case–Derived Clinical Vignettes: Diagnostic Accuracy Evaluation
Background: The diagnostic accuracy of differential diagnoses generated by artificial intelligence chatbots, including Cha...
Jmir Medical Informatics
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A Multilabel Text Classifier of Cancer Literature at the Publication Level: Methods Study of Medical Text Classification
Background: Given the threat posed by cancer to human health, there is a rapid growth in the volume of data in the cancer ...
Jmir Medical Informatics
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