Lindhiem Oliver, Petersen Isaac T, Mentch Lucas K, Youngstrom Eric A
University of Pittsburgh, Pittsburgh, PA, USA.
University of Iowa, Iowa City, IA, USA.
Assessment. 2020 Jun;27(4):840-854. doi: 10.1177/1073191117752055. Epub 2018 Feb 19.
Accuracy has several elements, not all of which have received equal attention in the field of clinical psychology. Calibration, the degree to which a probabilistic estimate of an event reflects the true underlying probability of the event, has largely been neglected in the field of clinical psychology in favor of other components of accuracy such as discrimination (e.g., sensitivity, specificity, area under the receiver operating characteristic curve). Although it is frequently overlooked, calibration is a critical component of accuracy with particular relevance for prognostic models and risk-assessment tools. With advances in personalized medicine and the increasing use of probabilistic (0% to 100%) estimates and predictions in mental health research, the need for careful attention to calibration has become increasingly important.
准确性有几个要素,并非所有要素在临床心理学领域都受到了同等关注。校准是指对事件的概率估计反映该事件真实潜在概率的程度,在临床心理学领域,校准在很大程度上被忽视了,人们更青睐准确性的其他组成部分,如辨别力(例如,敏感性、特异性、受试者工作特征曲线下的面积)。尽管校准经常被忽视,但它是准确性的关键组成部分,对预后模型和风险评估工具尤为重要。随着个性化医疗的发展以及心理健康研究中概率(0%至100%)估计和预测的使用日益增加,认真关注校准的必要性变得越来越重要。