Pei Xiao

Data-driven subgroups for 3-year risk stratification of incident diabetes and complications in diabetes-free Chinese adults

Weihao Wang, Yanhua Ma, Zihao Chen, Jingtao Qiao et autres

BACKGROUND: Substantial metabolic heterogeneity exists prior to the development of diabetes, creating opportunities for earlier and more precise intervention. This study aimed to analyze common clinical indicators in a diabetes-free population using innovative clustering methods to identify characteristic subgroups and evaluate their …

cn (code pays fourni par la source)

CSLParser: A Collaborative Framework Using Small and Large Language Models for Log Parsing

Wei Hong, Yifan Wu, Lingzhe Zhang, Chiming Duan et autres

Log parsing is a prerequisite for log analysis. Recently, large language models (LLMs) have demonstrated high accuracy in log parsing. However, their frequent invocations incur substantial costs. To address this issue, some methods have turned to small language models (SLMs), which offer …

cn (code pays fourni par la source)

LogCAE: An Approach for Log-based Anomaly Detection with Active Learning and Contrastive Learning

Pei Xiao, Tong Jia, Chiming Duan, Huaqian Cai et autres

Log-based anomaly detection plays a crucial role in maintaining the reliability of software systems. Unsupervised models are more suitable for real-world usage because they do not rely on huge data labeling efforts. However, their effectiveness is limited because of the lack of …

cn (code pays fourni par la source)

Deep Contrast Clustering Analysis to Distinguish Diabetic Complications in Elderly Chinese Patients

Weihao Wang, Ran Wei, Pei Xiao, Xun Jiang et autres

AIM: To establish an innovative clustering method for predicting variable categories of diabetic complications in Chinese ≥ 65 with diabetes. MATERIALS AND METHODS: We selected and extracted data from elderly patients with diabetes (n = 4980) from a medical examination group of …

cn, au (code pays fourni par la source)

The Prevalence of Mild Cognitive Impairment among Chinese People: A Meta-Analysis

Yan Deng, Siqi Zhao, Guangwen Cheng, Jiajia Yang et autres

BACKGROUND: Mild cognitive impairment (MCI) induced the majority number of dementia patients. The prevalence of MCI in China varied across studies with different screening tools and diagnostic criteria. OBJECTIVE: A systematic review and meta-analysis was conducted to estimate the pooled MCI prevalence …

cn (code pays fourni par la source)

Outcomes of incident atrial fibrillation in heart failure with preserved or reduced ejection fraction: A community‐based study

Pei Zhang, Alanna M. Chamberlain, David O. Hodge, Cheng Cai et autres

INTRODUCTION: The best management strategy for patients with atrial fibrillation (AF) with heart failure (HF) and preserved left ventricular ejection fraction (LVEF) is unknown. METHODS AND RESULTS: This cohort study was conducted in Olmsted County, Minnesota, with resources of the Rochester Epidemiology …

us, cn (code pays fourni par la source)

Application SF-36 scale to evaluate the quality of life in gastroesophageal reflux disease

Pei Xiao

Objective To investigate the SF-36 quality of life survery scale in evaluating the survival quality of gastroesophageal reflux disease(GERD).Methods Totally 121 out-patient cases with GERD were enrolled.According to SF-36 quality of life survey scale,through the questionnaire form to analyse of the epidemiological …