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. 2021 Apr 12;11:7865. doi: 10.1038/s41598-021-86705-1

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© The Author(s) 2021

Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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(A) The data collection protocol and timing of the four rounds of ADL as performed by one of the subjects. The list of ADLs and averaged mAIMS scores from the two raters are shown during different activities in round 2. The orange arrows indicate the timing of the PD medication intakes during the experiment. (B) A diagram representing the developed algorithm based on a bidirectional LSTM network. The input is the motion data from the wrist and ankle, and the output is the estimated dyskinesia severity score for every 5 s of the motion data.