Benchmarking Fast Healthcare Interoperability Resources-Based Analytics: Quantitative Study of RESTful Server Queries and Big Data Engines [0.03%]
基于基准的快速医疗互操作性资源分析：RESTful服务器查询和大数据引擎的定量研究
Christian Gulden,Marvin Kampf,Detlef Kraska et al.
Christian Gulden et al.
Background: Electronic health records offer vast clinical data for health care research, but interoperability challenges often hinder comprehensive analysis. The Health Level Seven Fast Healthcare Interoperability Resourc...
Diagnostic Code Ambiguity and Misclassification of Adults With Spinal Muscular Atrophy: A Single-Center Chart Review [0.03%]
脊髓性肌萎缩成人患者诊断代码歧义及误分类的单中心病例分析
Gabriel Holly,Bryce Bean,Haidy Beshay et al.
Gabriel Holly et al.
In a single US health system, fewer than one in three adults flagged by SMA-associated diagnostic codes had molecularly confirmed spinal muscular atrophy (positive predictive value 27%), with the majority miscoded across clinically distinct...
Machine Learning-Augmented Traditional Analysis of Lactate vs Lactate-to-Albumin Ratio for Predicting Mortality Risk in Patients With Sepsis: Large-Scale Retrospective Study [0.03%]
机器学习增强的传统分析：用于预测脓毒症患者死亡风险的乳酸与乳酸-白蛋白比率对比：大规模回顾性研究
Xiaodi Wang,Yi Xu,Weijun Xiao et al.
Xiaodi Wang et al.
Background: Effective risk stratification in sepsis remains a critical clinical challenge. Serum lactate is a cornerstone biomarker of metabolic dysfunction, yet its predictive limitations-particularly in patients without...
Multicenter Study
JMIR medical informatics. 2026 Jul 16:14:e82230. DOI:10.2196/82230 2026
Research on the Improvement Path of Human-AI Collaborative Consultation Effectiveness From the Perspective of Information Ecology: Configurational Analysis [0.03%]
从信息生态视角的人机协同咨询效果改进路径研究：配置分析法应用
Dandan Wang,Mengyi Zhang,Bingjun Guo
Dandan Wang
Background: Enhancing the effectiveness of human-AI collaborative consultation in online health communities (OHCs) constitutes a core requirement for optimizing the allocation of medical resources and promoting the sustai...
Integrating Clinical Classifications Software Refined, Process Indicators, and Geographic Information System Mapping to Inform Population Health Management: Development of an Interactive Dashboard [0.03%]
临床分类软件精炼、流程指标和地理信息系统地图的整合以指导人群健康管理：互动仪表板的发展
Joshua Kuan Tan,Hao Yi Tan,Gerald Gui Ren Sng et al.
Joshua Kuan Tan et al.
Background: Population health management requires tools that transform complex clinical data into actionable insights to guide care coordination, community outreach, and system-level planning. ...
Layer-Level Analysis of Embedding Degradation in Clinical Document Retrieval: Effects of Model Choice, Corpus Context, and Post-Hoc Correction [0.03%]
临床文档检索中嵌入退化的层次分析：模型选择、语料库上下文和事后矫正的影响
Yngve Mikkelsen
Yngve Mikkelsen
Background: Clinical retrieval-augmented generation depends on embedding models. A companion study found that non-retrieval-trained encoders underperformed retrieval-trained general-purpose embeddings and produced near-de...
The Swiss Personalized Health Network Metadata Catalog: Platform for Health Data Discovery and Exploration Based on Findable, Accessible, Interoperable, and Reusable Principles [0.03%]
基于FAIR原则的健康数据发现和探索平台：瑞士个性化健康网络元数据目录
Harald Witte,Deepak Raveendran Unni,Philip Krauss et al.
Harald Witte et al.
Background: The Swiss Personalized Health Network (SPHN) facilitates the interoperability and secure sharing of health-related data for research in Switzerland, in line with the findable, accessible, interoperable, and re...
Design and Preliminary Testing of the CardioCare System in Health Checkup Centers: Implementation Report [0.03%]
心血管健康管理系统的设计和初步测试：实施报告
Yan Wang,Jingyi Xiao,Xiaoying He et al.
Yan Wang et al.
Background: Health checkup programs in China reach millions of older adults for cardiovascular risk screening, but few effective mechanisms exist to ensure high-risk individuals receive follow-up preventive care. ...
A Controlled Comparison of Human and AI-Assisted Automated Revision of Delphi Statements on RNA-Based Medicines: Parallel, 2-Arm Study [0.03%]
人类与人工智能辅助自动修订基于RNA的药物德尔菲陈述的对照比较：平行两臂研究
Enrico Nello,Fabio Tedone,Elena Caproni et al.
Enrico Nello et al.
Background: The Delphi method is widely used to derive expert consensus on complex clinical problems, yet it is slow and resource intensive. Recent advances in large language models and retrieval‑augmented generation (RA...
Comparative Study
JMIR medical informatics. 2026 Jul 13:14:e90228. DOI:10.2196/90228 2026
Natural Language Processing Applied to Psychiatric Clinical Notes: Scoping Review [0.03%]
应用于精神病临床记录的自然语言处理：系统评价研究
Shuying Rao,Xi&#x;ang Chen,Guifeng Deng et al.
Shuying Rao et al.
Background: Psychiatric clinical notes in electronic health records (EHRs) provide rich longitudinal information that can support clinical decision-making. Using historical medical data can enable earlier identification o...