Accuracy of an XGBoost-based privacy preserving record linkage system compared with an electronic health record patient matching module in identifying patients shared between nearby academic health centers [0.03%]
基于XGBoost的隐私保护记录连接系统与电子健康记录患者匹配模块在识别附近学术医疗中心之间共享患者方面的准确性比较
Douglas S Bell,Tawny Saleh,Fernando Javier Sanz Vidorreta et al.
Douglas S Bell et al.
Objectives: Patients often receive health care from multiple organizations. Privacy Preserving Record Linkage (PPRL) is a technology for linking patient records without releasing personally identifiable information. We co...
Life events extraction from healthcare notes for veteran acute suicide risk prediction [0.03%]
基于医疗记录的生命事件提取以预测退伍军人急性自杀风险
Destinee Morrow,Rafael Zamora-Resendiz,Sayera Dhaubhadel et al.
Destinee Morrow et al.
Objective: Predictive models of suicide risk have focused on features extracted from structured data found in electronic health records, with limited consideration of predisposing life events (LE) expressed in unstructure...
Implementation of a clinical decision support tool for hypertension in a rural health system [0.03%]
在农村医疗卫生体系中实施高血压临床决策支持工具的应用研究
Elyse O Kharbanda,Stephen E Asche,Inih Essien et al.
Elyse O Kharbanda et al.
Objectives: Elevated blood pressure (BP) and hypertension are often overlooked in pediatric care. We adapted a pediatric hypertension clinical decision support (CDS) for a primarily rural health system and compared CDS im...
Systematic review of foundation models for structured electronic health records [0.03%]
结构化电子健康记录基础模型系统回顾
Lin Lawrence Guo,Santiago Eduardo Arciniegas,Adam Paul Yan et al.
Lin Lawrence Guo et al.
Purpose: Foundation models pretrained on structured electronic health record (EHR) data promise improved predictive performance, sample efficiency and resilience to distribution shifts. However, model design, scale and us...
Exploring approaches to computational representation and classification of user-generated meal logs [0.03%]
探索用户生成的饮食记录的计算表示和分类方法
Guanlan Hu,Adit Anand,Pooja M Desai et al.
Guanlan Hu et al.
Objective: This study examined the use of machine learning (ML) and domain-specific enrichment in patient-generated health data, in the form of free-text meal logs, to classify meals on alignment with different nutritiona...
Improved evaluation frameworks are required to move application of LLMs from research into clinical practice [0.03%]
改进的评估框架是将大型语言模型的应用从研究领域推进到临床实践所需的关键要素
Suzanne Bakken
Suzanne Bakken
Current methods for analyzing time-series patient-generated health data to assess treatment response: a scoping review [0.03%]
评估治疗反应的时间序列患者生成健康数据的当前分析方法：系统评价
Michelo Banda,Sian Bladon,Mariam Al-Attar et al.
Michelo Banda et al.
Objectives: We aimed to identify and map recent studies using high-frequency, time-series electronic patient-generated health data (ePGHD) to assess treatment response; characterize ePGHD types and collection methods; sum...
MedRep: medical concept representations for general electronic health record foundation models [0.03%]
MedRep：通用电子健康记录基础模型的医学概念表示方法
Junmo Kim,Namkyeong Lee,Jiwon Kim et al.
Junmo Kim et al.
Objective: Traditional electronic health record (EHR) foundation models fail to process unseen medical codes, limiting generalizability across institutions with different vocabularies. To address this problem, we introduc...
Interactive active learning for literature screening: finetuning GPT with DeepSeek reasoning for cross-domain generalization [0.03%]
交互式主动学习在文献筛选中的应用：使用DeepSeek推理对GPT进行微调以实现跨领域泛化
Yiming Li,Joseph M Plasek,Xinsong Du et al.
Yiming Li et al.
Objective: Automated literature screening in biomedical research is often hindered by domain shifts and scarcity of labeled data, which limit model accuracy and generalizability. While large language models (LLMs) perform...
Fairness aware subset selection for advancing equity in skin cancer detection [0.03%]
公平意识下的子集选择在皮肤癌检测中促进公平性的发展
Yehuda Perry,Abdulaziz A Almuzaini,Adewole S Adamson et al.
Yehuda Perry et al.
Objectives: Skin cancer is the most common malignancy in the United States, with more than five million cases diagnosed annually among 3.3 million individuals. Melanoma, the deadliest form of skin cancer, accounts for rou...