亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

MO867: Confirmatory Factor Analysis and Computer Adaptive Testing System Prototype Based on Multidimensional Item Response Theory of KDQOL-36 Among a Large Sample of Spanish Dialysis Patients

医学 项目反应理论 验证性因素分析 肾脏疾病 透析 观察研究 生活质量(医疗保健) 考试(生物学) 心理测量学 重症监护医学 结构方程建模 计算机科学 临床心理学 外科 内科学 机器学习 护理部 生物 古生物学
作者
Luca Neri,Jasmine Ion Titapiccolo,Francesco Bellocchio,Abraham Rincón Bello,Ana Lopez Herradon,Cristina Cerezo,Isabel Berdud-Godoy,Clarencio Cebrián Andrada,Maria Eva Baró Salvador,Federica Gervasoni,Rosa Ramos Sanchez,Stefano Stuard
出处
期刊:Nephrology Dialysis Transplantation [Oxford University Press]
卷期号:37 (Supplement_3)
标识
DOI:10.1093/ndt/gfac083.049
摘要

Abstract BACKGROUND AND AIMS The Kidney Disease Quality of Life (KDQOL™-36) is widely used to assess the quality of life of dialysis patients worldwide. It combines disease-specific and generic scales capturing unique facets of patients’ adaptation to the physical and mental burden of renal disease and dialysis treatment. the KDQOL™-36 psychometric properties and cross-national validation have been subject to intense review in latest years suggesting mixed replicability in different populations. Furthermore, its length may hamper its wider use in clinical practice as respondent burden may be substantial if used longitudinally within continuous quality improvement programs. Therefore, we sought to evaluate its measurement properties and develop an item response theory model enabling personalized survey administration while maximizing measurement efficiency. METHOD This is a retrospective, observational analysis of Patient-Reported Outcomes Measures (PROM) collected in Spanish NephroCare clinics during 2019 as part of a continuous quality improvement program launched by the country medical director of Spain. We used Multidimensional Item Response Theory (MIRT) models to confirm the theoretical factor structure underlying the measurement model of KDQOL™-36. MIRT extends classical IRT in that it allows complex factor structures in the multifactorial space. A critical advantage of scoring systems based on MIRT models over classical test theory models is the ability to personalize survey administration based on patient's characteristics and previous responses, reduction of measurement error, objective calibration, evaluation of test and item bias, greater accuracy in the assessment of change due to therapeutic intervention, and evaluation of model and person fit. We specified 4 competitive theoretical models for the SF-12 and the disease-specific KDQOL items (Figure 1). First, we fitted a unidimensional model, to exclude that one single factor could explain the response pattern of the questionnaire. Second, we tested a two-factor (or three-factor) orthogonal model for the SF-12 (and disease-specific KDQOL) to account for the standard scoring structure of the KDQOL™-36 questionnaire. Third, we tested the hypothesis of correlated two-factor (or three-factor) structure. Fourth, we tested a bifactor model structure, which accounts for a general HRQOL latent construct as well as lower order dimensions tapping specific dimensions of health. We expect the bifactor model would capture the pleiotropic effect of ESKD on patients’ life adjustment. We compared model fit with RMSEA, CFI and TLI statistics. For illustrative purposes, we simulated MIRT-based adaptive testing using different Delta Thetas as stopping rules to assesses measurement efficiency for the SF-12 component of the questionnaire. RESULTS Among patients completing the survey in the 2019 ePROM Spanish wave, 1838 (80.6%) dialysis prevalent patients met the inclusion criteria for the present analysis. Mean age was 68.8 ± 14.4, 60% were men, 65% had an arteriovenous fistula, and 66% were on HDF. For both generic and disease-specific KDQOL-36 components, the bifactor model significantly improved empirical fit (Figure 1). Despite slightly inferior compared with the bifactor model solutions, a simpler correlated second-order factor solution showed acceptable model fit. CAT simulation of the SF-12 showed reduction in the amount of administered item while preserving measurement reliability (Figure 2). CONCLUSION As previously reported, a correlated two factor structure and three-factor structure for the SF-12 and disease-specific KDQOL, respectively, showed acceptable fit to the observed response pattern. However, a bifactor model structure improved model fit. CAT simulation based on delta theta rules for the SF-12 questionnaire demonstrated promising results as an item selection strategy.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
小迪完成签到 ,获得积分10
4秒前
17秒前
17秒前
18秒前
平常远山发布了新的文献求助10
22秒前
24秒前
小二郎应助科研通管家采纳,获得10
26秒前
科研通AI2S应助科研通管家采纳,获得10
26秒前
所所应助科研通管家采纳,获得10
26秒前
小黄发布了新的文献求助30
27秒前
你求我一下完成签到,获得积分20
37秒前
大个应助平常远山采纳,获得10
39秒前
zxy发布了新的文献求助10
1分钟前
鳗鱼厉发布了新的文献求助10
1分钟前
MS903完成签到 ,获得积分10
1分钟前
Jasper应助橙子采纳,获得10
1分钟前
CJW完成签到 ,获得积分10
1分钟前
堆起的石头完成签到,获得积分10
1分钟前
子平完成签到 ,获得积分10
1分钟前
鳗鱼厉发布了新的文献求助10
2分钟前
zxy应助MIMI采纳,获得10
2分钟前
2分钟前
李爱国应助科研通管家采纳,获得10
2分钟前
FashionBoy应助科研通管家采纳,获得10
2分钟前
2分钟前
萝卜完成签到 ,获得积分10
2分钟前
2分钟前
前前前世发布了新的文献求助10
2分钟前
2分钟前
2分钟前
你能行发布了新的文献求助10
3分钟前
斯文的苡完成签到,获得积分10
3分钟前
3分钟前
橙子发布了新的文献求助10
3分钟前
3分钟前
知夏完成签到,获得积分10
3分钟前
文静丹秋发布了新的文献求助10
3分钟前
3分钟前
你能行完成签到,获得积分10
3分钟前
3分钟前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2500
Востребованный временем 2500
Agaricales of New Zealand 1: Pluteaceae - Entolomataceae 1040
Healthcare Finance: Modern Financial Analysis for Accelerating Biomedical Innovation 1000
Classics in Total Synthesis IV: New Targets, Strategies, Methods 1000
지식생태학: 생태학, 죽은 지식을 깨우다 600
ランス多機能化技術による溶鋼脱ガス処理の高効率化の研究 500
热门求助领域 (近24小时)
化学 医学 材料科学 生物 工程类 有机化学 生物化学 纳米技术 内科学 物理 化学工程 计算机科学 复合材料 基因 遗传学 物理化学 催化作用 细胞生物学 免疫学 电极
热门帖子
关注 科研通微信公众号,转发送积分 3460082
求助须知:如何正确求助?哪些是违规求助? 3054368
关于积分的说明 9041835
捐赠科研通 2743703
什么是DOI,文献DOI怎么找? 1505155
科研通“疑难数据库(出版商)”最低求助积分说明 695609
邀请新用户注册赠送积分活动 694864