Slow down and be critical before using early warning signals in psychopathology

IF 16.8 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Nature reviews psychology Pub Date : 2024-10-10 DOI:10.1038/s44159-024-00369-y
Marieke A. Helmich, Marieke J. Schreuder, Laura F. Bringmann, Harriëtte Riese, Evelien Snippe, Arnout C. Smit
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Abstract

Early warning signals are considered to be generic indicators of a system’s accumulating instability and ‘critical slowing down’ prior to substantial and abrupt transitions between stable states. In clinical psychology, these signals have been proposed to enable personalized predictions of the impending onset, recurrence and remission of mental health problems before changes in symptoms occur, thereby facilitating timely therapeutic interventions. In this Perspective, we question the idea that early warning signals in a person’s emotion time series can predict changes in mental health symptoms. Using the empirical findings to date and the theoretical and methodological limitations inherent in their application, we argue that there is little support for the use of early warning signals based on critical slowing down in clinical psychology. Deepening our knowledge of the theoretical foundations of these predictors and improving their measurement are key to clarifying the potential and boundaries for their use in psychopathology. It is necessary to build on the insights gained from early warning signal studies and to improve and evaluate alternative methods, keeping in mind that clinical applications require prospective, real-time predictions that not only indicate whether, but also when, a specific person is likely to experience changes in their mental health. Early warning signals have been proposed to predict symptom changes and to provide timely warnings of mental health risk and recovery. In this Perspective, Helmich et al. question the clinical utility of such signals and discuss alternative avenues for early change prediction.

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在使用精神病理学早期预警信号之前,请放慢脚步并保持批判精神
预警信号被认为是系统不稳定性不断累积和 "临界减速 "的通用指标,在稳定状态之间发生实质性的突然转变之前就会出现。在临床心理学中,这些信号被认为可以在症状发生变化之前对即将发生、复发和缓解的心理健康问题进行个性化预测,从而促进及时的治疗干预。在本视角中,我们对个人情绪时间序列中的预警信号可以预测心理健康症状变化的观点提出质疑。利用迄今为止的实证研究结果及其应用中固有的理论和方法上的局限性,我们认为在临床心理学中使用基于临界放缓的早期预警信号并没有得到什么支持。加深我们对这些预测因子理论基础的了解并改进其测量方法,是明确其在精神病理学中应用的潜力和界限的关键。我们有必要在早期预警信号研究的基础上,改进和评估其他方法,同时牢记临床应用需要前瞻性的实时预测,这些预测不仅能表明 特定的人是否会出现心理健康变化,还能表明他们何时会出现心理健康变化。人们已经提出了预警信号来预测症状变化,并及时发出心理健康风险和康复警告。在本《视角》中,Helmich 等人对此类信号的临床实用性提出了质疑,并讨论了早期变化预测的其他途径。
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