1
|
De la Barrera U, Arrigoni F, Monserrat C, Montoya-Castilla I, Gil-Gómez JA. Using ecological momentary assessment and machine learning techniques to predict depressive symptoms in emerging adults. Psychiatry Res 2024; 332:115710. [PMID: 38194800 DOI: 10.1016/j.psychres.2023.115710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 12/28/2023] [Accepted: 12/30/2023] [Indexed: 01/11/2024]
Abstract
The objective of this study was to predict the level of depressive symptoms in emerging adults by analyzing sociodemographic variables, affect, and emotion regulation strategies. Participants were 33 emerging adults (M = 24.43; SD = 2.80; 56.3 % women). They were asked to assess their current emotional state (positive or negative affect), recent events that may relate to that state, and emotion regulation strategies through ecological momentary assessment. Participants were prompted randomly by an app 6 times per day between 10 am and 10 pm for a seven-day period. They answered 1233 of the 2058 surveys (beeps), collectively. The analysis of observations, using Machine Learning (ML) techniques, showed that the Random Forest algorithm yields significantly better predictions than other models. The algorithm used 13 out of the 36 variables adopted in the study. Furthermore, the study revealed that age, emotion of worried and a specific emotion regulation strategy related to social exchange were the most accurate predictors of severe depressive symptoms. By carefully selecting predictors and utilizing appropriate sorting techniques, these findings may provide valuable supplementary information to traditional diagnostic methods and psychological assessments.
Collapse
Affiliation(s)
- Usue De la Barrera
- Departamento de Psicología Evolutiva y de la Educación, Facultad de Psicología y Logopedia, Universitat de València, Spain
| | - Flavia Arrigoni
- Departamento de Psicología, Facultad de Ciencias de la Educación, Universidad de Cádiz, Spain
| | - Carlos Monserrat
- Valencian Research Institute for Artificial Intelligence, Universitat Politècnica de València, Spain
| | - Inmaculada Montoya-Castilla
- Departamento de Personalidad, Evaluación y Tratamientos Psicológicos, Facultad de Psicología y Logopedia, Universitat de València, Spain
| | - José-Antonio Gil-Gómez
- Instituto Universitario de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera s/n, 46022, Valencia, Spain.
| |
Collapse
|
2
|
Scheffel C, Zerna J, Gärtner A, Dörfel D, Strobel A. Estimating individual subjective values of emotion regulation strategies. Sci Rep 2023; 13:13262. [PMID: 37582918 PMCID: PMC10427653 DOI: 10.1038/s41598-023-40034-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 08/03/2023] [Indexed: 08/17/2023] Open
Abstract
Individuals have a repertoire of emotion regulation (ER) strategies at their disposal, which they can use more or less flexibly. In ER flexibility research, strategies that facilitate goal achievement are considered adaptive and therefore are subjectively valuable. Individuals are motivated to reduce their emotional arousal effectively and to avoid cognitive effort. Perceived costs of ER strategies in the form of effort, however, are highly subjective. Subjective values (SVs) should therefore represent a trade-off between effectiveness and subjectively required cognitive effort. However, SVs of ER strategies have not been determined so far. We present a new paradigm for quantifying individual SVs of ER strategies by offering monetary values for ER strategies in an iterative process. N = 120 participants first conducted an ER paradigm with the strategies distraction, distancing, and suppression. Afterwards, individual SVs were determined using the new CAD paradigm. SVs significantly predicted later choice for an ER strategy (χ2 (4, n = 119) = 115.40, p < 0.001, BF10 = 1.62 × 1021). Further, SVs were associated with Corrugator activity (t (5, 618.96) = 2.09, p = 0.037, f2 = 0.001), subjective effort (t (5, 618.96) = - 13.98, p < 0.001, f2 = 0.035), and self-reported utility (t (5, 618.96) = 29.49, p < 0.001, f2 = 0.155). SVs were further associated with self-control (t (97.97) = 2.04, p = 0.044, f2 = 0.002), but not with flexible ER. With our paradigm, we were able to determine subjective values. The trait character of the values will be discussed. PROTOCOL REGISTRATION: The stage 1 protocol for this Registered Report was accepted in principle on July 19, 2022. The protocol, as accepted by the journal, can be found at: https://doi.org/10.17605/OSF.IO/FN9BT .
Collapse
Affiliation(s)
- Christoph Scheffel
- Chair of Differential and Personality Psychology, Faculty of Psychology, Technische Universität Dresden, 01069, Dresden, Germany.
| | - Josephine Zerna
- Chair of Differential and Personality Psychology, Faculty of Psychology, Technische Universität Dresden, 01069, Dresden, Germany
| | - Anne Gärtner
- Chair of Differential and Personality Psychology, Faculty of Psychology, Technische Universität Dresden, 01069, Dresden, Germany
| | - Denise Dörfel
- Chair of Differential and Personality Psychology, Faculty of Psychology, Technische Universität Dresden, 01069, Dresden, Germany
- Center for Information Services and High Performance Computing, Technische Universität Dresden, 01069, Dresden, Germany
| | - Alexander Strobel
- Chair of Differential and Personality Psychology, Faculty of Psychology, Technische Universität Dresden, 01069, Dresden, Germany
| |
Collapse
|
3
|
Andrews JL, Dalgleish T, Stretton J, Schweizer S. Reappraisal capacity is unrelated to depressive and anxiety symptoms. Sci Rep 2023; 13:7189. [PMID: 37138001 PMCID: PMC10156669 DOI: 10.1038/s41598-023-33917-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 04/20/2023] [Indexed: 05/05/2023] Open
Abstract
Research suggests affective symptoms are associated with reduced habitual use of reappraisal as an emotion regulation strategy in individuals with mental health problems. Less is known, however, about whether mental health problems are related to reduced reappraisal capacity per se. The current study investigates this question using a film-based emotion regulation task that required participants to use reappraisal to downregulate their emotional response to highly evocative real-life film footage. We pooled data (N = 512, age: 18-89 years, 54% female) from 6 independent studies using this task. In contrast to our predictions, symptoms of depression and anxiety were unrelated to self-reported negative affect after reappraisal or to emotional reactivity to negative films. Implications for the measurement of reappraisal as well as future directions for research in the field of emotion regulation are discussed.
Collapse
Affiliation(s)
| | - Tim Dalgleish
- MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK
| | - Jason Stretton
- MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK
| | - Susanne Schweizer
- School of Psychology, UNSW, Sydney, Australia.
- Department of Psychology, University of Cambridge, Cambridge, UK.
| |
Collapse
|
4
|
Lopez RB, Cosme D, Werner KM, Saunders B, Hofmann W. Associations between use of self-regulatory strategies and daily eating patterns: An experience sampling study in college-aged women. MOTIVATION AND EMOTION 2021. [DOI: 10.1007/s11031-021-09903-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
AbstractPrevious theorizing suggests there are multiple means by which people regulate their emotions and impulses, but that these strategies vary in the degree to which they support goal attainment. Some have proposed that proactive strategies (e.g. situation selection, distraction) may be particularly effective, while interventive strategies (e.g. suppression) are less effective. Despite these diverging predictions, researchers have yet to examine spontaneous use of these strategies and their respective and combined efficacy when applied to momentary food desires experienced in daily life. In the present study, we assessed eating patterns for one week via ecological momentary assessment in college-aged women (N = 106). Results from pre-registered analyses indicated that using a variety of strategies, including preventative strategies such as situation selection and distraction, was associated with greater self-control success, as indexed by weaker desires, higher resistance, lower likelihood of enacting desires, and less food consumed. A similar pattern was observed when participants implemented additional strategies during desire episodes, which they were more likely to do when their desires conflicted with other self-regulatory goals. All associations were observed while controlling for momentary hunger levels, dieting status, age, and body mass index. These findings are consistent with a growing body of work assessing people’s spontaneous use of emotion regulation strategies in everyday contexts, suggesting potential meta-motivational tendencies marked by flexible and adaptive use of self-regulatory strategies.
Collapse
|
5
|
Burr DA, Pizzie RG, Kraemer DJM. Anxiety, not regulation tendency, predicts how individuals regulate in the laboratory: An exploratory comparison of self-report and psychophysiology. PLoS One 2021; 16:e0247246. [PMID: 33711022 PMCID: PMC7954312 DOI: 10.1371/journal.pone.0247246] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 02/03/2021] [Indexed: 11/19/2022] Open
Abstract
Anxiety influences how individuals experience and regulate emotions in a variety of ways. For example, individuals with lower anxiety tend to cognitively reframe (reappraise) negative emotion and those with higher anxiety tend to suppress negative emotion. Research has also investigated these individual differences with psychophysiology. These lines of research assume coherence between how individuals regulate outside the laboratory, typically measured with self-report, and how they regulate during an experiment. Indeed, performance during experiments is interpreted as an indication of future behavior outside the laboratory, yet this relationship is seldom directly explored. To address this gap, we computed psychophysiological profiles of uninstructed (natural) regulation in the laboratory and explored the coherence between these profiles and a) self-reported anxiety and b) self-reported regulation tendency. Participants viewed negative images and were instructed to reappraise, suppress or naturally engage. Electrodermal and facial electromyography signals were recorded to compute a multivariate psychophysiological profile of regulation. Participants with lower anxiety exhibited similar profiles when naturally regulating and following instructions to reappraise, suggesting they naturally reappraised more. Participants with higher anxiety exhibited similar profiles when naturally regulating and following instructions to suppress, suggesting they naturally suppressed more. However, there was no association between self-reported reappraisal or suppression tendency and psychophysiology. These exploratory results indicate that anxiety, but not regulation tendency, predicts how individuals regulate emotion in the laboratory. These findings suggest that how individuals report regulating in the real world does not map on to how they regulate in the laboratory. Taken together, this underscores the importance of developing emotion-regulation interventions and paradigms that more closely align to and predict real-world outcomes.
Collapse
Affiliation(s)
- Daisy A. Burr
- Department of Psychology and Neuroscience, Duke University, Durham, NC, United States of America
| | - Rachel G. Pizzie
- Program in Educational Neuroscience, Gallaudet University, Washington, D.C., United States of America
| | - David J. M. Kraemer
- Department of Education and Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, United States of America
| |
Collapse
|
6
|
Wang X, Blain SD, Meng J, Liu Y, Qiu J. Variability in emotion regulation strategy use is negatively associated with depressive symptoms. Cogn Emot 2020; 35:324-340. [PMID: 33150844 DOI: 10.1080/02699931.2020.1840337] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Variability in the emotion regulation (ER) strategies one uses throughout daily life has been suggested to reflect adaptive ER ability and to act as a protective factor in mental health. Moreover, psychological inflexibility and persistent negative affect (or affective inertia) are key features of depression and other forms of mental illness and are often further exacerbated by rigid or overly passive regulatory behaviours. The current study investigated the hypothesis that ER variability might serve as a protective factor against depressive symptoms and affective inertia. Using experience-sampling (N = 213), we tested whether two indictors of ER variability (between- and within-strategy SDs) were related to depressive symptoms and affective inertia. We found that people with higher between-strategy variability and within-strategy variability (specifically for reappraisal and distraction) reported fewer depressive symptoms. Both within- and between-strategy variability were negatively related to negative affective inertia. Between-strategy variability and negative affective inertia had unique effects on depression, when used as simultaneous predictors. Altogether, this study provides further evidence for the utility of ER as a factor buffering against depressive symptoms and particularly for the use of variable ER strategies.
Collapse
Affiliation(s)
- Xiaoqin Wang
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, People's Republic of China.,Department of Psychology, Southwest University, Chongqing, People's Republic of China
| | - Scott D Blain
- Psychology Department, University of Minnesota Twin Cities, Minneapolis, MI, USA
| | - Jie Meng
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, People's Republic of China.,Department of Psychology, Southwest University, Chongqing, People's Republic of China
| | - Yuan Liu
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, People's Republic of China.,Department of Psychology, Southwest University, Chongqing, People's Republic of China
| | - Jiang Qiu
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing, People's Republic of China.,Department of Psychology, Southwest University, Chongqing, People's Republic of China.,Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality at Beijing Normal University, Chongqing, People's Republic of China
| |
Collapse
|