• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

一种用于计算单案例研究中效应量的广义最小二乘法回归方法:应用实例。

A generalized least squares regression approach for computing effect sizes in single-case research: application examples.

机构信息

Center for Behavioral Education and Research, Neag School of Education, University of Connecticut, Storrs 06269, USA.

出版信息

J Sch Psychol. 2011 Jun;49(3):301-21. doi: 10.1016/j.jsp.2011.03.004. Epub 2011 May 6.

DOI:10.1016/j.jsp.2011.03.004
PMID:21640246
Abstract

A new method for deriving effect sizes from single-case designs is proposed. The strategy is applicable to small-sample time-series data with autoregressive errors. The method uses Generalized Least Squares (GLS) to model the autocorrelation of the data and estimate regression parameters to produce an effect size that represents the magnitude of treatment effect from baseline to treatment phases in standard deviation units. In this paper, the method is applied to two published examples using common single case designs (i.e., withdrawal and multiple-baseline). The results from these studies are described, and the method is compared to ten desirable criteria for single-case effect sizes. Based on the results of this application, we conclude with observations about the use of GLS as a support to visual analysis, provide recommendations for future research, and describe implications for practice.

摘要

提出了一种从单案例设计中推导出效应量的新方法。该策略适用于具有自回归误差的小样本时间序列数据。该方法使用广义最小二乘法(GLS)来模拟数据的自相关性,并估计回归参数,以产生以标准差为单位的治疗效果,代表从基线到治疗阶段的治疗效果的大小。在本文中,该方法应用于两个使用常见单案例设计(即退出和多基线)的已发表的示例。描述了这些研究的结果,并将该方法与十个单案例效应量的理想标准进行了比较。基于该应用的结果,我们对使用 GLS 作为视觉分析的支持进行了观察,为未来的研究提供了建议,并描述了对实践的影响。

相似文献

1
A generalized least squares regression approach for computing effect sizes in single-case research: application examples.一种用于计算单案例研究中效应量的广义最小二乘法回归方法:应用实例。
J Sch Psychol. 2011 Jun;49(3):301-21. doi: 10.1016/j.jsp.2011.03.004. Epub 2011 May 6.
2
Robust regression for single-case data analysis: how can it help?稳健回归在单病例数据分析中的应用:有何帮助?
Behav Res Methods. 2011 Sep;43(3):710-9. doi: 10.3758/s13428-011-0079-7.
3
Wavelet-generalized least squares: a new BLU estimator of linear regression models with 1/f errors.小波广义最小二乘法:一种用于具有1/f误差的线性回归模型的新型最佳线性无偏估计器。
Neuroimage. 2002 Jan;15(1):217-32. doi: 10.1006/nimg.2001.0955.
4
The consistency of ordinary least-squares and generalized least-squares polynomial regression on characterizing the mechanomyographic amplitude versus torque relationship.普通最小二乘法和广义最小二乘法多项式回归在表征肌动图幅度与扭矩关系方面的一致性。
Physiol Meas. 2009 Feb;30(2):115-28. doi: 10.1088/0967-3334/30/2/001. Epub 2009 Jan 9.
5
Effect size in single-case research: a review of nine nonoverlap techniques.单案例研究中的效应量:九种非重叠技术综述。
Behav Modif. 2011 Jul;35(4):303-22. doi: 10.1177/0145445511399147. Epub 2011 Mar 16.
6
Regression-based techniques for statistical decision making in single-case designs.基于回归的单病例设计中统计决策技术。
Psicothema. 2010 Nov;22(4):1026-32.
7
Optimal number of repeated measures and group sizes in clinical trials with linearly divergent treatment effects.具有线性发散治疗效果的临床试验中重复测量的最佳次数和组大小
Contemp Clin Trials. 2006 Feb;27(1):57-69. doi: 10.1016/j.cct.2005.09.005. Epub 2005 Nov 2.
8
Evaluating effects in short time series: alternative models of analysis.评估短时间序列中的效应:分析的替代模型
Percept Mot Skills. 2004 Apr;98(2):419-32. doi: 10.2466/pms.98.2.419-432.
9
A comparison of mean phase difference and generalized least squares for analyzing single-case data.均值相位差与广义最小二乘法分析单病例数据的比较。
J Sch Psychol. 2013 Apr;51(2):201-15. doi: 10.1016/j.jsp.2012.12.005. Epub 2013 Jan 18.
10
The application of the GSK method to the determination of minimum sample sizes.GSK方法在最小样本量确定中的应用。
Biometrics. 1989 Mar;45(1):193-205.

引用本文的文献

1
Efficacy of a parent-based treatment for children and adolescents with obsessive-compulsive disorder: Protocol of a multiple baseline, single-case experimental design study.一种针对患有强迫症的儿童和青少年的基于父母的治疗方法的疗效:多基线单病例实验设计研究方案。
Contemp Clin Trials Commun. 2025 Feb 11;44:101456. doi: 10.1016/j.conctc.2025.101456. eCollection 2025 Apr.
2
Defining and assessing immediacy in single-case experimental designs.定义和评估单病例实验设计中的即时性。
J Exp Anal Behav. 2022 Nov;118(3):462-492. doi: 10.1002/jeab.799. Epub 2022 Sep 15.
3
A Priori Justification for Effect Measures in Single-Case Experimental Designs.
单案例实验设计中效应量度的先验正当性
Perspect Behav Sci. 2021 Mar 25;45(1):153-186. doi: 10.1007/s40614-021-00282-2. eCollection 2022 Mar.
4
Default mode network functional connectivity negatively associated with trait openness to experience.默认模式网络功能连接与特质开放性经验呈负相关。
Soc Cogn Affect Neurosci. 2021 Sep 7;16(9):950-961. doi: 10.1093/scan/nsab048.
5
Cognitive Strategy Training in Childhood-Onset Movement Disorders: Replication Across Therapists.儿童期起病的运动障碍中的认知策略训练:跨治疗师的复制研究
Front Pediatr. 2021 Jan 21;8:600337. doi: 10.3389/fped.2020.600337. eCollection 2020.
6
Treatment Burst Data Points and Single Case Design Studies: A Bayesian N-of-1 Analysis for Estimating Treatment Effect Size.治疗突发数据点与单病例设计研究:一种用于估计治疗效应大小的贝叶斯单病例分析
Perspect Behav Sci. 2020 May 26;43(2):285-301. doi: 10.1007/s40614-020-00258-8. eCollection 2020 Jun.
7
Multilevel meta-analysis of multiple regression coefficients from single-case experimental studies.多水平元分析多个回归系数从单案例实验研究。
Behav Res Methods. 2020 Oct;52(5):2008-2019. doi: 10.3758/s13428-020-01380-w.
8
When donor funding leaves: an interrupted time-series analysis of the impact of integrating direct HIV care and treatment into public health services in a region of Johannesburg.当捐赠资金撤离时:对约翰内斯堡某地区将直接的艾滋病毒护理与治疗纳入公共卫生服务的影响进行的中断时间序列分析。
Cost Eff Resour Alloc. 2019 Oct 25;17:24. doi: 10.1186/s12962-019-0192-5. eCollection 2019.
9
Cognitive approach to rehabilitation in children with hyperkinetic movement disorders post-DBS.DBS 术后多动障碍患儿康复的认知方法。
Neurology. 2019 Mar 12;92(11):e1212-e1224. doi: 10.1212/WNL.0000000000007092. Epub 2019 Feb 22.
10
TummyTrials: A Feasibility Study of Using Self-Experimentation to Detect Individualized Food Triggers.腹部试验:一项利用自我实验来检测个性化食物触发因素的可行性研究。
Proc SIGCHI Conf Hum Factor Comput Syst. 2017 May 2;2017:6850-6863. doi: 10.1145/3025453.3025480.