Spark Care+: Personalized Music Therapy for Relaxation and Energizing Using a Mobile and AI Approach
DOI:
https://doi.org/10.47611/jsrhs.v12i4.5245Keywords:
Music Therapy, Machine Learning, Emotional Well-Being, Relaxation, EnergizingAbstract
Worldwide 1 in 8 people live with a mental illness (WHO, 2022). Music releases neurotransmitters, including dopamine, but without the side effects of medications (Schriewer, Bulaj, 2016). This study aims to test the effectiveness of personalized music therapy to relax or energize participants using a machine learning model (ML) connected to a mobile app created by the researcher, using information from the Galvanic Skin Response and Heart Rate sensors. In order to provide a more personalized therapy experience, an option to change pieces was given if biometrics did not align with session goals after 15 seconds. Sixty sessions of 15 minutes each took place, 25 at home and 35 in school settings. Participants had higher variance in the energizing session compared to the relaxation. However, significantly more participants across both sessions had a decrease in biometrics rather than an increase or no change, indicating that both music sessions helped the participants relieve stress. The number of interventions for all pieces statistically decreased while the average ratings from 1-5 statistically increased from the first to the last piece indicating the effectiveness of the machine learning model for both sessions selecting the pieces that fit the participant’s preferences while helping to lower stress and obtain the session’s optimal physiological and emotional responses. The data suggests that the personalized music selection for both relaxation and energizing by the Spark Care+ app can lead to participants feeling more relaxed or energized depending on their musical choices.
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Chemical Info for Alcohol Wipes for Electronics (Tub Format) or Ipa 70/30 Presaturated Wipes for Electronics(Soft Pack Format). https://chemicalsafety.com/sds1/sdsviewer.php?id=30495728&name=Alcohol%20Wipes%20for%20Electronics%20(tub%20format)%20OR%20IPA%2070%2F30%20Presaturated%20Wipes%20for%20Electronics%20(soft%20pack%20format)
Dagdanpurev, Sumiyakhand, et al. "Development and Clinical Application of a Novel Autonomic Transient Response-Based Screening System for Major Depressive Disorder Using a Fingertip Photoplethysmographic Sensor." Frontiers in Bioengineering and Biotechnology, 22 May 2018. Gale In Context: Science, link.gale.com/apps/doc/A539857209/SCIC?u=jac218&sid=bookmark- SCIC&xid=5e520e47.
“COVID-19 Pandemic Triggers 25% Increase in Prevalence of Anxiety and Depression Worldwide.” World Health Organization (WHO), https://www.who.int/news/item/02-03-2022-covid-19-pandemic-triggers-25-increase-in-prevalence-of-anxiety-and-depression-worldwide.
Fact Sheet Library | NAMI: National Alliance on Mental Illness. https://www.nami.org/About-Mental-Illness/Mental-Health-by-the- Numbers/Infographics-Fact-Sheets.
Firebase. “Get Started with Cloud Storage on Flutter | Firebase Storage.” https://firebase.google.com/docs/storage/flutter/start.
“Galvanic Skin Response (GSR): The Complete Pocket Guide.” iMotions Publish, 25 Feb. 2020, https://imotions.com/blog/galvanic-skin- response/.
Juslin, Patrik. “From everyday emotions to aesthetic emotions: Toward a unified theory of musical emotions.” Physics of life reviews, vol. 10, no. 3, September 2013, pp. 235-266, https://doi.org/10.1016/j.plrev.2013.05.008.
Koelsch, Stefan, and Lutz Jäncke. “Music and the heart,” September 9, 2015. European heart journal vol. 36,44 (2015): 3043-9, doi:10.1093/eurheartj/ehv430.
Montagu, J & Coles, Edward. “Mechanism and Measurement of the Galvanic Response,” June 1966. Psychological bulletin, vol. 65, no. 5, 1966, pp. 261-279, https://www.researchgate.net/publication/17843062_Mechanism_and_measurement_of_the_galvanic_response.
“Mental Disorders.” World Health Organization (WHO), https://www.who.int/news-room/fact-sheets/detail/mental-disorders.
National Commission for the Protection of Human Subjects of Biomedical and Behavioral Research. The Belmont Report: Ethical Principles and Guidelines for the Protection of Human Subjects of Research. [Bethesda, Md.]: The Commission, 1978.
National Alliance on Mental Illness (NAMI). “Mental Health By the Numbers,” June 2022. https://www.nami.org/mhstats.
Salimpoor, Valorie N. et al. “The Rewarding Aspects of Music Listening Are Related to Degree of Emotional Arousal,” October 16, 2009. PLoS ONE 4(10): e7487, https://doi.org/10.1371/journal.pone.0007487.
Schriewer, Karl, and Grzegorz Bulaj. "Music Streaming Services as Adjunct Therapies for Depression, Anxiety, and Bipolar Symptoms: Convergence of Digital Technologies, Mobile Apps, Emotions, and Global Mental Health." Frontiers in Public Health, 30 Sept. 2016. Gale Health and Wellness, link.gale.com/apps/doc/A465147544/HWRC?u=jac218&sid=bookmark-HWRC&xid=1b37a398.
“The Impact of Music on Neurochemistry.” AudioCura, 12 Dec. 2013, http://www.audiocura.com/the-impact-of-music-on-neurochemistry/
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