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A new technique to measure online bullying: online computerized adaptive testing

机译:一种测量在线欺凌的新技术:在线计算机自适应测试

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Background Workplace bullying has been measured in many studies to investigate mental health issues. None uses online computerized adaptive testing (CAT) with cutting points to report bully prevalence at workplace. Objective To develop an online CAT to examine person being bullied and verify whether item response theory-based CAT can be applied online for nurses to measure exposure to workplace bullying. Methods A total of 963 nurses were recruited and responded to the 22-item Negative Acts Questionnaire-Revised (NAQ-R). All non-adaptive testing (NAT) items were calibrated with the Rasch rating scale model. Three scenarios (i.e., NAT, CAT, and the randomly selected method to NAT) were manipulated to compare their response efficiency and precision by comparing (i) item length for answering questions, person measure, (ii) correlation coefficients, (iii) paired t tests, and (iv) estimated standard errors (SE) between CAT and the random to its counterpart of NAT. Results The NAQ-R is a unidimensional construct that can be applied for nurses to measure exposure to workplace bullying on CAT. CAT required fewer items (=8.9) than NAT (=22, an efficient gain of 60% =1–8.9/22). Nursing measures derived from both tests (CAT and the random to NAT) were highly correlated ( r =?0.93 and 0.96) and their measurement precisions were not statistically different (the percentage of significant count number less than 5%) as expected, but CAT earns smaller person measure SE than the random scenario. The prevalence rate for nurses was 1.5% (=15/963) when cutting points set at ?0.7 and 0.7 logits. Conclusion The CAT-based NAQ-R reduces respondents’ burden without compromising measurement precision and increases endorsement efficiency. The online CAT is recommended for assessing nurses using the criteria at ?0.7 and 0.7 (or
机译:背景技术在许多研究心理健康问题的研究中,都对工作场所欺凌进行了测量。没有人使用带有临界点的在线计算机自适应测试(CAT)报告工作场所中的欺凌行为。目的开发一种在线CAT,以检查被欺凌者,并验证是否可以将基于项目反应理论的CAT在线用于护士来衡量工作场所欺凌的发生率。方法总共招募了963名护士,并对22项负面行为问卷进行了修订(NAQ-R)。所有非自适应测试(NAT)项目均使用Rasch评分量表模型进行了校准。通过比较(i)回答问题的项目长度,人员测量,(ii)相关系数,(iii)配对,对三种情况(即NAT,CAT和NAT随机选择的方法)进行了操作,以比较它们的响应效率和精度。 t测试,以及(iv)CAT与NAT对应的随机变量之间的估计标准误差(SE)。结果NAQ-R是一维结构,可用于护士测量CAT上的工作场所欺凌行为。 CAT所需的项目(= 8.9)比NAT(= 22)少,有效增益为60%= 1–8.9 / 22。两种测试(CAT和对NAT的随机检查)得出的护理措施均具有高度相关性(r =?0.93和0.96),其测量精度与预期值无统计学差异(显着计数百分比低于5%),但与CAT无关。与随机场景相比,其获得的人为度量SE较小。当切点设定为?0.7和0.7 logits时,护士的患病率为1.5%(= 15/963)。结论基于CAT的NAQ-R在不影响测量精度的情况下减轻了受访者的负担,并提高了认可效率。建议使用在线CAT,以使用0.7和0.7(或

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