Table 2 Summary of related works

Review type	Article	Main topic	Publication year	Paper selection process	Taxonomy	Open issue	Covered year	Dataset investigation	Tools
Survey	²⁰	DL techniques in PD feature extraction	2020	No	No	No	2013–October 2020	No	No
	²²	Review of DNN/ANN in PD detection	2022	Yes	No	Yes	2013–-2021	Yes	No
	²⁵	Voice analysis survey for PD diagnosis	2023	Yes	No	No	2017–June 2022	Yes	Yes
	²⁶	ML approaches overview in PD diagnosis	2023	Yes	No	Yes	2017– February 2023	No	No
	²⁷	DL, ML, and meta-heuristics approaches in PD detection	2024	No	Yes	Yes	2012–January 2023	Yes	No
	²⁹	ML/DL methods for PD identification	2024	Yes	No	Yes	2013–April 2023	No	No
	³¹	ML’s role in PD detection	2022	Yes	Yes	Yes	1996–2022	No	Yes
	³²	ML approaches with imaging and clinical data for PD	2022	No	No	Yes	2006–2019	No	No
	³³	ML and digital tech evolution in PD detection	2022	No	No	No	1970–2020	No	No
SLR	²¹	ML approaches performance in PD diagnosis	2022	Yes	No	No	2011–November 2020	Yes	No
	²³	Wearable devices for PD monitoring	2023	Yes	No	Yes	2012–April 2022	Yes	No
	²⁴	ML for PD detection via motor symptoms	2023	Yes	No	Yes	2016–January 2023	Yes	No
	²⁸	PD diagnosis via voice and handwriting	2024	Yes	Yes	Yes	2000–March 2023	Yes	No
	³⁰	IoT monitors and ML for PD diagnosis	2022	Yes	No	Yes	2012–August 2021	No	No
	This paper	Applied ML datasets for PD diagnosis	–	Yes	Yes	Yes	2021–April 2024	Yes	Yes

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