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      Risk Ahead: Actigraphy-Based Early-Warning Signals of Increases in Depressive Symptoms During Antidepressant Discontinuation

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          Abstract

          Antidepressant discontinuation increases the risk of experiencing depressive symptoms. In a repeated single-subject design, we tested whether transitions in depression were preceded by increases in actigraphy-based critical-slowing-down-based early-warning signals (EWSs; variance, kurtosis, autocorrelation), circadian-rhythm-based indicators, and decreases in mean activity levels. Four months of data from 16 individuals with a transition in depression and nine without a transition in depression were analyzed using a moving-window method. As expected, more participants with a transition showed at least one EWS (50% true positives; 22.2% false positives). Increases in circadian rhythm variables (25.0% true positives vs. 44.4% false positives) and decreases in activity levels (37.5% true positives vs. 44.4% false positives) were more common in participants without a transition. None of the tested risk indicators could confidently predict upcoming transitions in depression, but some evidence was found that critical-slowing-down-based EWSs were more common in participants with a transition.

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          An introduction to ROC analysis

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            Clinical significance: A statistical approach to defining meaningful change in psychotherapy research.

            In 1984, Jacobson, Follette, and Revenstorf defined clinically significant change as the extent to which therapy moves someone outside the range of the dysfunctional population or within the range of the functional population. In the present article, ways of operationalizing this definition are described, and examples are used to show how clients can be categorized on the basis of this definition. A reliable change index (RC) is also proposed to determine whether the magnitude of change for a given client is statistically reliable. The inclusion of the RC leads to a twofold criterion for clinically significant change.
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              Early-warning signals for critical transitions.

              Complex dynamical systems, ranging from ecosystems to financial markets and the climate, can have tipping points at which a sudden shift to a contrasting dynamical regime may occur. Although predicting such critical points before they are reached is extremely difficult, work in different scientific fields is now suggesting the existence of generic early-warning signals that may indicate for a wide class of systems if a critical threshold is approaching.
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                Author and article information

                Contributors
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                Journal
                Clinical Psychological Science
                Clinical Psychological Science
                SAGE Publications
                2167-7026
                2167-7034
                September 2023
                March 25 2023
                September 2023
                : 11
                : 5
                : 942-953
                Affiliations
                [1 ]Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen
                [2 ]Clinical Psychology, Faculty of Behavioral and Movement Sciences, Vrije University Amsterdam
                [3 ]University College London
                [4 ]Department of Vascular Medicine, University of Groningen, University Medical Center Groningen
                Article
                10.1177/21677026221148101
                e71d14b5-6c21-4d9d-8030-a29e7a5c8f0b
                © 2023

                https://creativecommons.org/licenses/by-nc/4.0/

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