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. 2021 Nov 2;23(11):e28999. doi: 10.2196/28999

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©Hansapani Rodrigo, Eldré W Beukes, Gerhard Andersson, Vinaya Manchaiah. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 02.11.2021.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.

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The best gradient boosting model–based feature effects. Each graph represents a feature and their corresponding SHAP values. Plots labeled with “1” illustrate the impact that each feature has on achieving a successful treatment outcome (a 13-point or more reduction in TFI score). CFQ: Cognitive Failures Questionnaire; HHIA: Hearing Handicap Inventory for Adults; SHAP: Shapley additive explanations; SWLS: Satisfaction with Life Scales; TFI: Tinnitus Functional Index.