LAPSE:2023.4664
Published Article
LAPSE:2023.4664
“Song of Life”: A Comprehensive Evaluation of Biographical Music Therapy in Palliative Care by the EMW-TOPSIS Method
Zhiyuan Zhang, Zhihao Jiang, Biju Yin, Zhongxiang Chen, Xiaoyang Peng
February 23, 2023
Abstract
The “Song of Life (SOL)” is a kind of music therapy in palliative care for addressing emotional and existential needs in terminally ill patients nearing the end of life. Few previous studies focus on objective data analysis methods to validate the effectiveness of psychotherapy therapy for patients’ overall state. This article combines the entropy weighting method (EWM) and the technique for order preference by similarity to the ideal solution (TOPSIS) method to evaluate the effectiveness of SOL music therapy and the treatment satisfaction of the patients and family members. Firstly, the collaborative filtering algorithm (CFA) machine learning algorithm is used to predict the missing ratings a patient might have given to a variable. Secondly, the EWM determines the weights of quality of life, spiritual well-being, ego-integrity, overall quality of life, and momentary distress. Thirdly, the EWM method is applied for the TOPSIS evaluation model to evaluate the patient’s state pre- and post-intervention. Finally, we obtain the state change in patients and recognition based on the feedback questionnaire. The multiple criteria decision making (MCDM) comprehensive evaluation method objectively validated the overall effectiveness of SOL music therapy. Based on MCDM method, we provide a new approach for judging the overall effect of psychological intervention and accurately recommend psychotherapy that fits the symptoms of psychological disorders.
Keywords
collaborative filtering algorithm, entropy weighting method, Machine Learning, music therapy, palliative care, TOPSIS
Suggested Citation
Zhang Z, Jiang Z, Yin B, Chen Z, Peng X. “Song of Life”: A Comprehensive Evaluation of Biographical Music Therapy in Palliative Care by the EMW-TOPSIS Method. (2023). LAPSE:2023.4664
Author Affiliations
Zhang Z: College of Music, Hunan International Economics University, Changsha 410205, China
Jiang Z: Department of Mechanical, Aerospace and Civil Engineering School of Engineering, University of Manchester, Manchester M13 9PL, UK [ORCID]
Yin B: College of Engineering and Design, Hunan Normal University, Changsha 410016, China
Chen Z: College of Engineering and Design, Hunan Normal University, Changsha 410016, China [ORCID]
Peng X: Xiangya School of Medicine, Central South University, Changsha 410013, China
Journal Name
Processes
Volume
10
Issue
10
First Page
1962
Year
2022
Publication Date
2022-09-29
ISSN
2227-9717
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Original Submission
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PII: pr10101962, Publication Type: Journal Article
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LAPSE:2023.4664
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https://doi.org/10.3390/pr10101962
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