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West SJ, Thomson ND. Clarifying the relationship between trait aggression and self-control using random item slope regression. J Pers 2025; 93:581-598. [PMID: 38873973 PMCID: PMC12053818 DOI: 10.1111/jopy.12953] [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: 07/03/2023] [Revised: 05/17/2024] [Accepted: 05/20/2024] [Indexed: 06/15/2024]
Abstract
OBJECTIVE Myriad psychological research evinces a negative association between self-control and aggression with some arguing for self-control failure as a cause of aggression. Recent literature suggests that the relationship between aggression and self-control is likely more complex and even positive in some cases. One source of such conflict in the literature could be the presence of unaccounted for random item slopes in commonly used measures of self-control which may inflate the likelihood of Type I errors. This study (N = 1386) tested the hypothesis that self-control would share random item slopes with the facets of trait aggression using random item slope regression. METHOD We measured trait aggression and self-control via two common self-reports: the Buss-Perry Questionnaire and the Brief Self-Control Scale. RESULTS Our analyses revealed that the facets of trait aggression shared significant random item slopes with self-control and that many of these slopes were positive, rather than negative. We also found that Type I error inflation was evident in models that did not account for these random slopes. CONCLUSIONS These findings may in part explain some of the conflicting results in the literature and that researchers interested in studying self-control and aggression should test for random item slopes.
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Affiliation(s)
- Samuel J. West
- Department of PsychologyVirginia State UniversityPetersburgVirginiaUSA
- Department of SurgeryVirginia Commonwealth UniversityRichmondVirginiaUSA
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Li Y, Scott Huebner E, Tian L. Deviant peer affiliation, self-control, and aggression during early adolescence: within-person effects and between-person differences. Eur Child Adolesc Psychiatry 2024; 33:2343-2352. [PMID: 38133815 DOI: 10.1007/s00787-023-02336-z] [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: 04/15/2023] [Accepted: 11/28/2023] [Indexed: 12/23/2023]
Abstract
Abundant studies have explored the relations among deviant peer affiliation, self-control, and aggression without separating within-person from between-person effects. Moreover, it is unclear whether self-control mediates the associations between deviant peer affiliation and aggression during early adolescence. This longitudinal study used Random Intercept Cross-Lagged Panel Model to examine the dynamic relations among deviant peer affiliation, self-control, and aggression within individuals, including examining whether self-control mediated the relations between deviant peer affiliation and aggression. A total of 4078 early adolescents (54% boys, Mage = 9.91, SD = 0.73) completed questionnaires on four occasions across 2 years. Results indicated: (a) Deviant peer affiliation and aggression positively predicted each other; (b) Self-control and aggression negatively predicted each other but were unstable; (c) Deviant peer affiliation and self-control negatively predicted each other; and (d) Self-control mediated the path from aggression to deviant peer affiliation, but not vice versa. The results more precisely identify the relations among deviant peer affiliation, self-control, and aggression within individuals, providing valuable information for prevention and intervention programs targeted at alleviating early adolescent aggression.
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Affiliation(s)
- Yuxi Li
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, People's Republic of China
- School of Psychology, South China Normal University, Guangzhou, 510631, People's Republic of China
| | - E Scott Huebner
- Department of Psychology, University of South Carolina, Columbia, SC, 29208, USA
| | - Lili Tian
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, People's Republic of China.
- School of Psychology, South China Normal University, Guangzhou, 510631, People's Republic of China.
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Kim M, Patrick K, Nebeker C, Godino J, Stein S, Klasnja P, Perski O, Viglione C, Coleman A, Hekler E. The Digital Therapeutics Real-World Evidence Framework: An Approach for Guiding Evidence-Based Digital Therapeutics Design, Development, Testing, and Monitoring. J Med Internet Res 2024; 26:e49208. [PMID: 38441954 PMCID: PMC10951831 DOI: 10.2196/49208] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 01/13/2024] [Accepted: 01/29/2024] [Indexed: 03/07/2024] Open
Abstract
Digital therapeutics (DTx) are a promising way to provide safe, effective, accessible, sustainable, scalable, and equitable approaches to advance individual and population health. However, developing and deploying DTx is inherently complex in that DTx includes multiple interacting components, such as tools to support activities like medication adherence, health behavior goal-setting or self-monitoring, and algorithms that adapt the provision of these according to individual needs that may change over time. While myriad frameworks exist for different phases of DTx development, no single framework exists to guide evidence production for DTx across its full life cycle, from initial DTx development to long-term use. To fill this gap, we propose the DTx real-world evidence (RWE) framework as a pragmatic, iterative, milestone-driven approach for developing DTx. The DTx RWE framework is derived from the 4-phase development model used for behavioral interventions, but it includes key adaptations that are specific to the unique characteristics of DTx. To ensure the highest level of fidelity to the needs of users, the framework also incorporates real-world data (RWD) across the entire life cycle of DTx development and use. The DTx RWE framework is intended for any group interested in developing and deploying DTx in real-world contexts, including those in industry, health care, public health, and academia. Moreover, entities that fund research that supports the development of DTx and agencies that regulate DTx might find the DTx RWE framework useful as they endeavor to improve how DTxcan advance individual and population health.
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Affiliation(s)
- Meelim Kim
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- The Qualcomm Institute, University of California San Diego, La Jolla, CA, United States
- The Design Lab, University of California San Diego, La Jolla, CA, United States
| | - Kevin Patrick
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- The Qualcomm Institute, University of California San Diego, La Jolla, CA, United States
| | - Camille Nebeker
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- The Qualcomm Institute, University of California San Diego, La Jolla, CA, United States
- The Design Lab, University of California San Diego, La Jolla, CA, United States
| | - Job Godino
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- The Qualcomm Institute, University of California San Diego, La Jolla, CA, United States
- Laura Rodriguez Research Institute, Family Health Centers of San Diego, San Diego, CA, United States
| | | | - Predrag Klasnja
- School of Information, University of Michigan, Ann Arbor, MI, United States
| | - Olga Perski
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Clare Viglione
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
| | - Aaron Coleman
- Small Steps Labs LLC dba Fitabase Inc, San Diego, CA, United States
| | - Eric Hekler
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States
- The Qualcomm Institute, University of California San Diego, La Jolla, CA, United States
- The Design Lab, University of California San Diego, La Jolla, CA, United States
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van 't Klooster JWJR, Rabago Mayer LM, Klaassen B, Kelders SM. Challenges and opportunities in mobile e-coaching. Front Digit Health 2024; 5:1304089. [PMID: 38351963 PMCID: PMC10863450 DOI: 10.3389/fdgth.2023.1304089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 12/22/2023] [Indexed: 02/16/2024] Open
Abstract
Background Mobile e-health technologies have proven to provide tailored assessment, intervention, and coaching capabilities for various usage scenarios. Thanks to their spread and adoption, smartphones are one of the most important carriers for such applications. Problem However, the process of design, realization, evaluation, and implementation of these e-health solutions is wicked and challenging, requiring multiple stakeholders and expertise. Method Here, we present a tailorable intervention and interaction e-health solution that allows rapid prototyping, development, and evaluation of e-health interventions at scale. This platform allows researchers and clinicians to develop ecological momentary assessment, just-in-time adaptive interventions, ecological momentary intervention, cohort studies, and e-coaching and personalized interventions quickly, with no-code, and in a scalable way. Result The Twente Intervention and Interaction Instrument (TIIM) has been used by over 320 researchers in the last decade. We present the ecosystem and synthesize the main scientific output from clinical and research studies in different fields. Discussion The importance of mobile e-coaching for prediction, management, and prevention of adverse health outcomes is increasing. A profound e-health development strategyand strategic, technical, and operational investments are needed to prototype, develop, implement, and evaluate e-health solutions. TIIM ecosystem has proven to support these processes. This paper ends with the main research opportunities in mobile coaching, including intervention mechanisms, fine-grained monitoring, and inclusion of objective biomarker data.
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Affiliation(s)
| | - Lucia M Rabago Mayer
- Faculty of Behavioural, Management and Social Sciences, University of Twente, Enschede, Netherlands
| | - Bart Klaassen
- Faculty of Behavioural, Management and Social Sciences, University of Twente, Enschede, Netherlands
| | - Saskia M Kelders
- Faculty of Behavioural, Management and Social Sciences, University of Twente, Enschede, Netherlands
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Zhou H, Wei X, Jiang H, Tuo A, Lu G, Liang H, Xiao N. The link between exposure to violent media, normative beliefs about aggression, self-control, and aggression: A comparison of traditional and cyberbullying. Aggress Behav 2023; 49:165-171. [PMID: 36317677 DOI: 10.1002/ab.22057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 10/20/2022] [Accepted: 10/20/2022] [Indexed: 11/06/2022]
Abstract
Adolescence is a high-risk age for exposure to violent media (EVM) and bullying. Some previous theories and empirical studies have highlighted a moderated mediating model that normative beliefs about aggression (NBA) as a mediator and self-control (SC) as a moderator for the link between EVM and aggressive behaviors (including bullying behaviors). However, most previous studies analyzed traditional bullying (TB) and cyberbullying (CB) separately, which is not conducive to finding the differences between the two bullying behaviors. Therefore, this study aims to compare the differences between risk prediction models of TB and CB among adolescents. A total of 777 Chinese adolescent students (336 girls; Mage = 13.57 ± 0.98) completed questionnaires including EVM, NBA, TB, CB, and SC. The results showed that: (1) EVM was positively related to adolescent TB/CB; (2) NBA mediated the above relations; and (3) SC buffers the direct effect of EVM on TB and the effect of NBA on TB. However, SC buffers the effect of NBA on adolescent CB but not buffers the direct effect of EVM on CB. This study highlights the necessity of distinguishing offline and online situations in aggressive behavior research. We suggested "online disinhibit hypothesis" would be adopted to explain why protector factors (e.g., SC) do not buffer the link between aggression-related risk factors (e.g., EVM) and online aggression (e.g., CB).
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Affiliation(s)
- Huiling Zhou
- Department of Applied Psychology, College of Medical Humanities, Guizhou Medical University, Guiyang, China
| | - Xinyi Wei
- Department of Psychology, Renmin University of China, Beijing, China
| | - Huaibin Jiang
- Department of Psychology, School of Education, Fujian Polytechnic Normal University, Fuzhou, China
| | - Anxie Tuo
- Department of Applied Psychology, College of Medical Humanities, Guizhou Medical University, Guiyang, China
| | - Guizhi Lu
- Department of Psychology, School of Education Science, Harbin Normal University, Harbin, China
| | - Hanyu Liang
- Department of Applied Psychology, College of Medical Humanities, Guizhou Medical University, Guiyang, China
| | - Na Xiao
- Department of Mental Health Education, Guizhou Sinan Middle School, Tongren, China
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Li F, Li X, Kou H. Emotional Recognition Training Enhances Attention to Emotional Stimuli Among Male Juvenile Delinquents. Psychol Res Behav Manag 2023; 16:575-586. [PMID: 36883045 PMCID: PMC9985883 DOI: 10.2147/prbm.s403512] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 02/25/2023] [Indexed: 03/05/2023] Open
Abstract
Objective Juvenile delinquents have deficits in emotional recognition that might play a critical role in the development of aggression. The present study aimed to investigate the effect of emotional recognition training and its consequences on emotional attention and aggression. Methods Seventy-three male juvenile delinquents were randomly assigned to two groups. One group was the modification group, which received eight days of training on an emotional recognition task. The purpose of the training was to modify interpretative biases in emotion recognition to encourage the perception of happiness over anger in ambiguous expressions. The other group was the waitlist group, which did not perform a task and continued with their usual programme. Before and after the training, participants completed the aggression questionnaire (AQ) and two behavioural tasks, including the emotional recognition task and a visual search task with happy and angry faces as targets. Results The modification group recognized more faces as happy after emotional recognition training than the waitlist group. Furthermore, the hostility in the modification group decreased significantly. Importantly, emotional recognition training further affected attention to emotional faces as participants responded faster in searching for happy and angry faces after training. Conclusion Emotional recognition training could modify juvenile delinquents' emotional recognition, enhance their visual attention to emotional faces and reduce hostility.
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Affiliation(s)
- Fangmin Li
- School of Psychological and Cognitive Sciences, Peking University, Beijing, People's Republic of China
| | - Xue Li
- Research Center of Humanities and Medicine in School of Management, Zunyi Medical University, Zunyi, Guizhou, People's Republic of China
| | - Hui Kou
- Research Center of Humanities and Medicine in School of Management, Zunyi Medical University, Zunyi, Guizhou, People's Republic of China
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Dekkers T, Heirbaut T, Schouten SE, Kelders SM, Beerlage-de Jong N, Ludden GDS, Deenik J, Bouman YHA, Kip H. A mobile self-control training app to improve self-control and physical activity in people with severe mental illness: Protocol for two single-case experiment designs (Preprint). JMIR Res Protoc 2022; 12:e37727. [PMID: 37145845 DOI: 10.2196/37727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 02/23/2023] [Accepted: 02/25/2023] [Indexed: 02/27/2023] Open
Abstract
BACKGROUND Lack of physical activity is a common issue with detrimental consequences for the health of people with severe mental illness (SMI). Existing physical activity interventions show suboptimal effects as they require substantial cognitive skills, including goal setting and writing, whereas cognitive deficits are common in this population. To bolster the effectiveness of physical activity interventions, self-control training (SCT), in which users practice the ability to override unwanted thoughts and behaviors, can be used in addition. Recent research has demonstrated the initial effectiveness of a mobile SCT app, but this has not been studied in psychiatric clinical practice. OBJECTIVE This study aims to evaluate to what extent adding a mobile SCT app designed for and with people with SMI to a mobile lifestyle intervention aimed at increasing physical activity increases physical activity and self-control levels. METHODS A mixed methods approach incorporating 2 single-case experimental designs (SCEDs) and qualitative interviews was used to evaluate and optimize SCT. Overall, 12 participants with SMI will be recruited from 2 organizations offering outpatient and inpatient care to people with SMI. Each experiment will include 6 patients. SCED I is a concurrent multiple-baseline design across participants that explores initial effectiveness and optimal intervention duration. Using accelerometry and experience sampling questionnaires, participants' physical activity and self-control will be monitored for ≥5 days from baseline, followed by the sequential introduction of Google Fit, the physical activity intervention, for 7 days and the addition of SCIPP: Self-Control Intervention App for 28 days. SCED II is an introduction/withdrawal design in which optimized SCT will be introduced and withdrawn to validate the findings from SCED I. In both experiments, the daily average of total activity counts per hour and the state level of self-control will serve as the primary and secondary outcome measures. Data will be analyzed using visual analysis and piecewise linear regression models. RESULTS The study was designated as not subject to the Dutch Medical Research Involving Human Subjects Act by the Medical Research Ethical Committee Oost-Nederland and approved by the Ethics Committee/domain Humanities and Social Sciences of the Faculty of Behavioural, Management, and Social Sciences at the University of Twente. Participant recruitment started in January 2022, and we expect to publish the results in early 2023. CONCLUSIONS The mobile SCT app is expected to be feasible and effective. It is self-paced and scalable and can increase patient motivation, making it a suitable intervention for people with SMI. SCED is a relatively novel yet promising method for gaining insights into whether and how mobile apps work that can handle heterogeneous samples and makes it possible to involve a diverse population with SMI without having to include a large number of participants. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) PRR1-10.2196/37727.
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Affiliation(s)
- Tessa Dekkers
- Centre for eHealth and Wellbeing Research, Department of Technology, Human and Institutional Behaviour, University of Twente, Enschede, Netherlands
| | - Tahnee Heirbaut
- Centre for eHealth and Wellbeing Research, Department of Technology, Human and Institutional Behaviour, University of Twente, Enschede, Netherlands
| | - Stephanie E Schouten
- Centre for eHealth and Wellbeing Research, Department of Technology, Human and Institutional Behaviour, University of Twente, Enschede, Netherlands
| | - Saskia M Kelders
- Centre for eHealth and Wellbeing Research, Department of Technology, Human and Institutional Behaviour, University of Twente, Enschede, Netherlands
- Optentia Research Unit, North-West University, Vanderbijlpark, South Africa
| | - Nienke Beerlage-de Jong
- Technical Medical Centre, Section of Health Technology and Services Research, University of Twente, Enschede, Netherlands
| | - Geke D S Ludden
- Department of Design Production & Management, Faculty of Engineering Technology, University of Twente, Enschede, Netherlands
| | - Jeroen Deenik
- GGz Centraal, Amersfoort, Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, Netherlands
| | | | - Hanneke Kip
- Centre for eHealth and Wellbeing Research, Department of Technology, Human and Institutional Behaviour, University of Twente, Enschede, Netherlands
- Department of Research, Stichting Transfore, Deventer, Netherlands
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Kip H, Bouman YHA. A Perspective on the Integration of eHealth in Treatment of Offenders: Combining Technology and the Risk-Need-Responsivity Model. Front Psychiatry 2021; 12:703043. [PMID: 34539462 PMCID: PMC8440815 DOI: 10.3389/fpsyt.2021.703043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 08/04/2021] [Indexed: 11/14/2022] Open
Abstract
While there are multiple ways in which eHealth interventions such as online modules, apps and virtual reality can improve forensic psychiatry, uptake in practice is low. To overcome this problem, better integration of eHealth in treatment is necessary. In this perspective paper, we describe how the possibilities of eHealth can be connected to the risk-need-responsivity (RNR) model. To account for the risk-principle, stand-alone eHealth interventions might be used to offer more intensive treatment to high-risk offenders. The need-principle can be addressed by connecting novel experience-based interventions such as VR and apps to stable and acute dynamic risk factors. Finally, using and combining personalized interventions is in line with the responsivity-principle. Based on research inside and outside of forensic psychiatry, we conclude that there are many possibilities for eHealth to improve treatment-not just based on RNR, but also on other models. However, there is a pressing need for more development, implementation and evaluation research.
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Affiliation(s)
- Hanneke Kip
- Department of Psychology, Health and Technology, University of Twente, Enschede, Netherlands.,Department of Research, Stichting Transfore, Deventer, Netherlands
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