Chen Yalan, Wang Zepeng, Jiang Fangyuan, Shi Junyi, Jiang Kui
Department of Medical Informatics, School of Medicine, Nantong University, Nantong, Jiangsu, China.
J Diabetes Res. 2024 Nov 25;2024:5110867. doi: 10.1155/jdr/5110867. eCollection 2024.
This study is aimed at investigating health literacy (HL) among diabetes mellitus (DM) patients using a comprehensive, scientific, feasible, and suitable HL assessment indicator system tailored for the diabetic population in mainland China and systematically analyzing the factors influencing HL in this population. The Delphi expert consultation method was employed to initially draft and refine the Diabetes Health Literacy Evaluation Indicator System (DHLEIS). The reliability and representativeness of the indicator system were tested through metrics including the active coefficient, authority degree, and coordination degree. A HL survey questionnaire for diabetic patients was developed based on DHLEIS and administered to diabetic patients across five hospitals in Nantong and Yancheng cities, Jiangsu Province. The random forest method was utilized to deeply analyze the impact of various factors on HL and its four dimensions and to identify the core influencing factors. Analysis of 707 questionnaires based on the DHLEIS revealed that nine factors-age, sex, body shape, income, exercise, education level, duration of DM, whether insulin is injected, and the number of cohabitants-significantly impact the HL levels. Among these, age, duration of DM, education level, and number of cohabitants were particularly influential across the four dimensions of health knowledge, awareness, behavior, and skills. Factors related to health knowledge and skills were the most significant contributors to overall HL. The multidimensional analysis of factors influencing HL offers valuable insights into characterizing varying levels of HL among diabetic patients. This approach supports targeted cognitive improvements and the effective enhancement of health skills, ultimately leading to better health outcomes.
本研究旨在运用一套为中国大陆糖尿病患者量身定制的全面、科学、可行且适用的健康素养(HL)评估指标体系,调查糖尿病(DM)患者的健康素养,并系统分析影响该人群健康素养的因素。采用德尔菲专家咨询法初步起草并完善糖尿病健康素养评估指标体系(DHLEIS)。通过活性系数、权威程度和协调程度等指标对指标体系的可靠性和代表性进行检验。基于DHLEIS编制了糖尿病患者健康素养调查问卷,并在江苏省南通市和盐城市的五家医院对糖尿病患者进行了调查。利用随机森林方法深入分析各种因素对健康素养及其四个维度的影响,并确定核心影响因素。基于DHLEIS对707份问卷的分析显示,年龄、性别、体型、收入、运动、教育水平、糖尿病病程、是否注射胰岛素以及同居人数这九个因素对健康素养水平有显著影响。其中,年龄、糖尿病病程、教育水平和同居人数在健康知识、意识、行为和技能这四个维度上的影响尤为显著。与健康知识和技能相关的因素是总体健康素养的最重要贡献因素。对影响健康素养的因素进行多维度分析,为了解糖尿病患者不同水平的健康素养提供了有价值的见解。这种方法有助于有针对性地改善认知并有效提高健康技能,最终带来更好的健康结果。