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The Information and Communication Technology Maturity Assessment at Primary Health Care Services Across 9 Provinces in Indonesia: Evaluation Study
The Information and Communication Technology Maturity Assessment at Primary Health Care Services Across 9 Provinces in Indonesia: Evaluation Study
Background: Indonesia has rapidly embraced digital health, particularly during the COVID-19 pandemic, with over 15 million...
Data Set and Benchmark (MedGPTEval) to Evaluate Responses From Large Language Models in Medicine: Evaluation Development and Validation
Data Set and Benchmark (MedGPTEval) to Evaluate Responses From Large Language Models in Medicine: Evaluation Development and Validation
Background: Large language models (LLMs) have achieved great progress in natural language processing tasks and demonstrate...
Is Boundary Annotation Necessary? Evaluating Boundary-Free Approaches to Improve Clinical Named Entity Annotation Efficiency: Case Study
Is Boundary Annotation Necessary? Evaluating Boundary-Free Approaches to Improve Clinical Named Entity Annotation Efficiency: Case Study
Background: Named entity recognition (NER) is a fundamental task in natural language processing. However, it is typically ...
Privacy-Preserving Prediction of Postoperative Mortality in Multi-Institutional Data: Development and Usability Study
Privacy-Preserving Prediction of Postoperative Mortality in Multi-Institutional Data: Development and Usability Study
Background: To circumvent regulatory barriers that limit medical data exchange due to personal information security concer...
Time Series AI Model for Acute Kidney Injury Detection Based on a Multicenter Distributed Research Network: Development and Verification Study
Time Series AI Model for Acute Kidney Injury Detection Based on a Multicenter Distributed Research Network: Development and Verification Study
Background: Acute kidney injury (AKI) is a marker of clinical deterioration and renal toxicity. While there are many stu...
Integrating Clinical Data and Medical Imaging in Lung Cancer: Feasibility Study Using the Observational Medical Outcomes Partnership Common Data Model Extension
Integrating Clinical Data and Medical Imaging in Lung Cancer: Feasibility Study Using the Observational Medical Outcomes Partnership Common Data Model Extension
Background: Digital transformation, particularly the integration of medical imaging with clinical data, is vital in person...
Diagnostic Accuracy of Artificial Intelligence in Endoscopy: Umbrella Review
Diagnostic Accuracy of Artificial Intelligence in Endoscopy: Umbrella Review
Background: Some research has already reported the diagnostic value of artificial intelligence (AI) in different endoscopy...
Evaluating Large Language Models for Automated Reporting and Data Systems Categorization: Cross-Sectional Study
Evaluating Large Language Models for Automated Reporting and Data Systems Categorization: Cross-Sectional Study
Background: Large language models show promise for improving radiology workflows, but their performance on structured radi...
Data Lake, Data Warehouse, Datamart, and Feature Store: Their Contributions to the Complete Data Reuse Pipeline
Data Lake, Data Warehouse, Datamart, and Feature Store: Their Contributions to the Complete Data Reuse Pipeline
The growing adoption and utilization of health information technology has generated a wealth of clinical data in electroni...
Implementing a Biomedical Data Warehouse From Blueprint to Bedside in a Regional French University Hospital Setting: Unveiling Processes, Overcoming Challenges, and Extracting Clinical Insight
Implementing a Biomedical Data Warehouse From Blueprint to Bedside in a Regional French University Hospital Setting: Unveiling Processes, Overcoming Challenges, and Extracting Clinical Insight
Background: Biomedical data warehouses have become an essential tool to facilitate the reuse of health data for both resea...
An Ontology-Based Decision Support System for Tailored Clinical Nutrition Recommendations for Patients With Chronic Obstructive Pulmonary Disease: Development and Acceptability Study
An Ontology-Based Decision Support System for Tailored Clinical Nutrition Recommendations for Patients With Chronic Obstructive Pulmonary Disease: Development and Acceptability Study
Background: Chronic obstructive pulmonary disease (COPD) is a chronic condition among the main causes of morbidity and mor...
Data Flow Construction and Quality Evaluation of Electronic Source Data in Clinical Trials: Pilot Study Based on Hospital Electronic Medical Records in China
Data Flow Construction and Quality Evaluation of Electronic Source Data in Clinical Trials: Pilot Study Based on Hospital Electronic Medical Records in China
Background: The traditional clinical trial data collection process requires a Clinical Research Coordinator (CRC) who is a...
AI: Bridging Ancient Wisdom and Modern Innovation in Traditional Chinese Medicine
AI: Bridging Ancient Wisdom and Modern Innovation in Traditional Chinese Medicine
The pursuit of groundbreaking health care innovations has led to the convergence of artificial intelligence (AI) and tradi...
Considerations for Quality Control Monitoring of Machine Learning Models in Clinical Practice
Considerations for Quality Control Monitoring of Machine Learning Models in Clinical Practice
Integrating machine learning (ML) models into clinical practice presents a challenge of maintaining their efficacy over ti...
User Preferences and Needs for Health Data Collection Using Research Electronic Data Capture: Survey Study
User Preferences and Needs for Health Data Collection Using Research Electronic Data Capture: Survey Study
Background: Self-administered web-based questionnaires are widely used to collect health data from patients and clinical r...
Natural Language Processing–Powered Real-Time Monitoring Solution for Vaccine Sentiments and Hesitancy on Social Media: System Development and Validation
Natural Language Processing–Powered Real-Time Monitoring Solution for Vaccine Sentiments and Hesitancy on Social Media: System Development and Validation
Background: Vaccines serve as a crucial public health tool, although vaccine hesitancy continues to pose a significant thr...
Dermoscopy Differential Diagnosis Explorer (D3X) Ontology to Aggregate and Link Dermoscopic Patterns to Differential Diagnoses: Development and Usability Study
Dermoscopy Differential Diagnosis Explorer (D3X) Ontology to Aggregate and Link Dermoscopic Patterns to Differential Diagnoses: Development and Usability Study
Background: Dermoscopy is a growing field that uses microscopy to allow dermatologists and primary care physicians to iden...
How to Elucidate Consent-Free Research Use of Medical Data: A Case for “Health Data Literacy”
How to Elucidate Consent-Free Research Use of Medical Data: A Case for “Health Data Literacy”
The extensive utilization of personal health data is one of the key success factors of modern medical research. Obtaining ...
Comparison of Synthetic Data Generation Techniques for Control Group Survival Data in Oncology Clinical Trials: Simulation Study
Comparison of Synthetic Data Generation Techniques for Control Group Survival Data in Oncology Clinical Trials: Simulation Study
Background: Synthetic patient data (SPD) generation for survival analysis in oncology trials holds significant potential f...
Retrieval-Based Diagnostic Decision Support: Mixed Methods Study
Retrieval-Based Diagnostic Decision Support: Mixed Methods Study
Background: Diagnostic errors pose significant health risks and contribute to patient mortality. With the growing accessib...
Effect of Implementing an Informatization Case Management Model on the Management of Chronic Respiratory Diseases in a General Hospital: Retrospective Controlled Study
Effect of Implementing an Informatization Case Management Model on the Management of Chronic Respiratory Diseases in a General Hospital: Retrospective Controlled Study
Background: The chronic disease information systems in hospitals and communities play a significant role in disease preven...
Evaluating the Prevalence of Burnout Among Health Care Professionals Related to Electronic Health Record Use: Systematic Review and Meta-Analysis
Evaluating the Prevalence of Burnout Among Health Care Professionals Related to Electronic Health Record Use: Systematic Review and Meta-Analysis
Background: Burnout among health care professionals is a significant concern, with detrimental effects on health care serv...
Explainable AI Method for Tinnitus Diagnosis via Neighbor-Augmented Knowledge Graph and Traditional Chinese Medicine: Development and Validation Study
Explainable AI Method for Tinnitus Diagnosis via Neighbor-Augmented Knowledge Graph and Traditional Chinese Medicine: Development and Validation Study
Background: Tinnitus diagnosis poses a challenge in otolaryngology owing to an extremely complex pathogenesis, lack of eff...
Addressing Hospital Overwhelm During the COVID-19 Pandemic by Using a Primary Health Care–Based Integrated Health System: Modeling Study
Addressing Hospital Overwhelm During the COVID-19 Pandemic by Using a Primary Health Care–Based Integrated Health System: Modeling Study
Background: After strict COVID-19-related restrictions were lifted, health systems globally were overwhelmed. Much has bee...
Event Analysis for Automated Estimation of Absent and Persistent Medication Alerts: Novel Methodology
Event Analysis for Automated Estimation of Absent and Persistent Medication Alerts: Novel Methodology
Background: Event analysis is a promising option to estimate the acceptance of medication alerts issued by computerized ph...
A Machine Learning Application to Classify Patients at Differing Levels of Risk of Opioid Use Disorder: Clinician-Based Validation Study
A Machine Learning Application to Classify Patients at Differing Levels of Risk of Opioid Use Disorder: Clinician-Based Validation Study
Background: Despite restrictive opioid management guidelines, opioid use disorder (OUD) remains a major public health conc...
Examining Linguistic Differences in Electronic Health Records for Diverse Patients With Diabetes: Natural Language Processing Analysis
Examining Linguistic Differences in Electronic Health Records for Diverse Patients With Diabetes: Natural Language Processing Analysis
Background: Individuals from minoritized racial and ethnic backgrounds suffer from pernicious and pervasive health dispari...
Generalization of a Deep Learning Model for Continuous Glucose Monitoring–Based Hypoglycemia Prediction: Algorithm Development and Validation Study
Generalization of a Deep Learning Model for Continuous Glucose Monitoring–Based Hypoglycemia Prediction: Algorithm Development and Validation Study
Background: Predicting hypoglycemia while maintaining low false alarm rate is a challenge for wide adoption of continuous...
The Use of Generative AI for Scientific Literature Searches for Systematic Reviews: ChatGPT and Microsoft Bing AI Performance Evaluation
The Use of Generative AI for Scientific Literature Searches for Systematic Reviews: ChatGPT and Microsoft Bing AI Performance Evaluation
Background: A large language model (LLM) is a type of artificial intelligence (AI) model that opens up great possibilities...
Machine Learning Models for Parkinson Disease: Systematic Review
Machine Learning Models for Parkinson Disease: Systematic Review
Background: With the increasing availability of data, computing resources, and easier-to-use software libraries, machine l...
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