Collection of the digital data from the neurological examination

This review presents the status quo of how far the digitalization of elements of the neurological examination has progressed. Our focus was on studies that assessed the examination conducted in person, rather than through telemedicine platforms. Five hundred and twenty studies were included in this systematic review. The digital tools covered ten elements of the neurological examination: gait (173, 33%), motor system (149, 29%), eyes (85, 16%), cognitive functions (53, 10%), sensory system (47, 9%), balance (35, 7%), other movements (24, 5%), other cranial nerves (24, 5%), coordination (10, 2%), and autonomic nervous system (9, 2%). Most of the tools were portable (442, 85%), and in 215 studies (41%) the devices were wearable. The cost of the digital tools used was described and discussed in 167 (32%) studies. Most devices (61%) had a low complexity, and half required high additional analytic effort.

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Publication Details

Journal
npj Digital Medicine
Published
2025-05-01
DOI
https://doi.org/10.1038/s41746-025-01659-2
Citations
4
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
2.62
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article

Collection of the digital data from the neurological examination

Patrik Theodor Nerdal, Walter Maetzler, Bruno Kusznir Vitturi
4 citations
npj Digital Medicine
Artificial Intelligence in Healthcare and Education
2.62
article

Collection of the digital data from the neurological examination

Patrik Theodor Nerdal, Walter Maetzler, Bruno Kusznir Vitturi
article en
4 citations

Abstract

This review presents the status quo of how far the digitalization of elements of the neurological examination has progressed. Our focus was on studies that assessed the examination conducted in person, rather than through telemedicine platforms. Five hundred and twenty studies were included in this systematic review. The digital tools covered ten elements of the neurological examination: gait (173, 33%), motor system (149, 29%), eyes (85, 16%), cognitive functions (53, 10%), sensory system (47, 9%), balance (35, 7%), other movements (24, 5%), other cranial nerves (24, 5%), coordination (10, 2%), and autonomic nervous system (9, 2%). Most of the tools were portable (442, 85%), and in 215 studies (41%) the devices were wearable. The cost of the digital tools used was described and discussed in 167 (32%) studies. Most devices (61%) had a low complexity, and half required high additional analytic effort.

npj Digital MedicineVol. 8(1)
Christian-Albrechts-Universität zu Kiel (DE), University Hospital Schleswig-Holstein (DE), University of Lübeck (DE)
Openalex Percentile: Top 9%
Artificial Intelligence in Healthcare and Education
2.62
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Collection of the digital data from the neurological examination — Patrik Theodor Nerdal, Walter Maetzler, et al. · npj Digital Medicine (2025) | TGRS Research Map | TGRS