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老年人吞咽障碍风险预测模型的研究进展OA

Research progress on predictive models for dysphagia risk in the elderly

中文摘要英文摘要

吞咽障碍已成为威胁老年人健康的重要问题之一,其可导致误吸、肺炎、脱水、营养不良等严重并发症,显著增加老年人的致残率、住院率及死亡率.早期识别高风险人群是实现有效干预的关键,而临床预测模型通过整合多维度危险因素,可实现对个体风险的量化评估,为吞咽障碍的早期筛查与管理提供科学依据.近年来,国内外学者已构建多个适用于普通老年人群及患有特定疾病(如脑卒中、帕金森病、痴呆等)老年人的吞咽障碍临床预测模型,多数模型展现出良好的区分度与校准度,具有较高的临床参考价值.然而,现有模型仍面临多重挑战:研究对象、建模方法、所纳入的危险因素、诊断标准及结局定义尚不统一;多数研究为单中心设计,样本量有限,缺乏外部验证与动态更新;模型的临床转化应用不足,难以真正融入临床决策流程.基于此,本文综述近年来国内外针对老年人群的普适性与特异性吞咽障碍风险预测模型的研究进展,重点比较其研究方法、纳入危险因素、模型性能及验证情况,分析现有模型的优势与局限,以期为我国老年人吞咽障碍风险预测模型的构建优化与临床应用提供参考.

Dysphagia has become one of the important problems threatening the health of the elderly.It can lead to serious complications such as aspiration,pneumonia,dehydration and malnutrition,and significantly increase the disability rate,hospitalization rate,and mortality rate of the elderly.Early identification of high-risk populations is the key to achieve effective intervention.By integrating multi-dimensional risk factors,clinical prediction models can achieve quantitative assessment of individual risks and provide scientific basis for early screening and management of dysphagia.In recent years,scholars at home and abroad have constructed a number of clinical prediction models of dysphagia that are suitable for the general elderly population and the elderly with specific diseases(such as stroke,Parkinson's disease,dementia,etc.).Most of the models show good discrimination and calibration,which have high clinical reference value.However,the existing models still face multiple challenges:the study subjects,modeling methods,included risk factors,diagnostic criteria,and outcome definitions are not uniform.Most of the studies were single-center designs,with limited sample size and lack of external validation and dynamic update.The clinical translation and application of the model are insufficient,which makes it difficult to be truly integrated into the clinical decision-making process.Based on this,this paper reviews the research progress of universal and specific risk prediction models for dysphagia in the elderly at home and abroad in recent years,focusing on comparing their research methods,included risk factors,model performance and validation,and analyzing the advantages and limitations of existing models,in order to provide a reference for the construction,optimization,and clinical application of dysphagia risk prediction models for the elderly in China.

焦昊然;吴文昊;魏婷;谢静;万俊豪;王振林;丁梅

赣南医科大学护理学院,江西 赣州 341000赣南医科大学护理学院,江西 赣州 341000江西省人民医院,江西 南昌 330000赣南医科大学护理学院,江西 赣州 341000赣南医科大学护理学院,江西 赣州 341000赣南医科大学护理学院,江西 赣州 341000赣南医科大学护理学院,江西 赣州 341000

医药卫生

吞咽障碍老年人风险预测模型危险因素Logistic回归机器学习

DysphagiaThe elderlyRisk prediction modelRisk factorsLogistic regressionMachine learning

《赣南医科大学学报》 2026 (7)

629-635,7

江西省社会科学基金项目(21SH13D)

10.3969/j.issn.2097-7174.2026.07.006

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