A Mindfulness-Based Brain-Computer Interface to Augment Mandala Coloring for Depression: Protocol for a Single-Case Experimental Design
Daudén Roquet, Claudia, Sas, Corina
JMIR Research Protocols February 22, 2021 DOI: 10.2196/20819 (opens in new tab) via DOAJ
Summary
AI-generated from the abstractA brain-computer interface called Anima augments mandala coloring by generating a color palette based on the user's mindfulness state during practice. The system is designed to improve mental well-being in adults who have experienced depression and completed treatment within the past year. A multiple-baseline, single-case experimental design will evaluate training effectiveness using measures of mindfulness, depression symptoms, mental well-being, and user experience. Data will be collected through questionnaires before and after each coloring session and biweekly interviews. Results will be analyzed using visual and statistical methods appropriate for single-case methodology.
Study at a glance
| Characteristics | Multiple-baseline, single-case experimental design Peer reviewed |
|---|---|
| Population | Adults who have experienced depression in the past and have finished treatment within the last year |
| Key finding | The paper outlines a methodology to evaluate the Anima system's effectiveness for improving mental well-being in people who have had depression. |
Abstract
BackgroundThe regular practice of mindfulness has been shown to provide benefits for mental well-being and prevent depression relapse. Technology-mediated interventions can facilitate the uptake and sustained practice of mindfulness, yet the evaluation of interactive systems, such as brain-computer interfaces, has been little explored. ObjectiveThe objective of this paper is to present an interactive mindfulness-based technology to improve mental well-being in people who have experienced depression. The system, Anima, is a brain-computer interface that augments mandala coloring by providing a generative color palette based on the unfolding mindfulness states during the practice. In addition, this paper outlines a multiple-baseline, single-case experimental design methodology to evaluate training effectiveness. MethodsAdult participants who have experienced depression in the past, have finished treatment within the last year, and can provide informed consent will be able to be recruited. The Anima system, consisting of 2 tablets and a nonintrusive mental activity headband, will be delivered to participants to use during the study. Measures include state and trait mindfulness, depression symptoms, mental well-being, and user experience, and these measures will be taken throughout the baseline, intervention, and monitoring phases. The data collection will take place in the form of a questionnaire before and after each mandala-coloring session and a semistructured interview every 2 weeks. Trial results will be analyzed using structured visual analysis, supplemented with statistical analysis appropriate to single-case methodology. ResultsStudy results will offer new insights into the deployment and evaluation of novel interactive brain-computer interfaces for mindfulness training in the context of mental health. Moreover, findings will validate the effectiveness of this training protocol to improve the mental well-being of people who have had depression. Participants will be recruited locally through the National Health Service. ConclusionsEvidence will assist in the design and evaluation of brain-computer interfaces and mindfulness technologies for mental well-being and the necessary services to support people who have experienced depression. International Registered Report Identifier (IRRID)PRR1-10.2196/20819