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Non-randomized Protocols and Methods (ehealth) (1122) New Methods (1854) Neurology and Neurosciences (397) Wearable Devices and Sensors (1646) Signal Processing (36)

Published on in Vol 15 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/86930, first published .
Person wearing a gait analysis sensor belt, with app data shown on a phone.

Novel Sensors and Data-Driven Approach to Support Prevention, Diagnosis, and Treatment Planning of Cerebrovascular Accidents: Protocol for a Multimodal Data Collection Study With Novel Sensors

Novel Sensors and Data-Driven Approach to Support Prevention, Diagnosis, and Treatment Planning of Cerebrovascular Accidents: Protocol for a Multimodal Data Collection Study With Novel Sensors

Authors of this article:

Milla Immonen1, 2 Author Orcid Image ;   Hilkka Liedes1 Author Orcid Image ;   Aysen Degerli1 Author Orcid Image ;   Ilona Ruotsalainen1 Author Orcid Image ;   Juha Pajula3 Author Orcid Image ;   Mika Hilvo4 Author Orcid Image ;   Heidi Similä1 Author Orcid Image ;   Adil Umer3 Author Orcid Image ;   Mark van Gils5 Author Orcid Image ;   Miia Jansson6, 7, 8 Author Orcid Image ;   Kirsi Maaria Rasmus6 Author Orcid Image ;   Minna Pikkarainen9, 10 Author Orcid Image ;   Petri Huhtinen11 Author Orcid Image ;   Mikko Kärppä7, 12 Author Orcid Image ;   Julius Francis Gomes9 Author Orcid Image ;   Hany Ferdinando6 Author Orcid Image ;   Miguel Bordallo López1, 13 Author Orcid Image ;   Teemu Myllylä6, 14 Author Orcid Image ;   Vesa Kiviniemi6, 7, 14 Author Orcid Image ;   Mikael von und zu Fraunberg7, 12 Author Orcid Image ;   Pekka Jäkälä15, 16 Author Orcid Image
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Milla Immonen   1, 2 * , PhD ;   Hilkka Liedes   1 * , PhD ;   Aysen Degerli   1 , PhD ;   Ilona Ruotsalainen   1 , PhD ;   Juha Pajula   3 , PhD ;   Mika Hilvo   4 , MSc Tech., PhD ;   Heidi Similä   1 , PhD ;   Adil Umer   3 , MSc ;   Mark van Gils   5 , PhD ;   Miia Jansson   6, 7, 8 , PhD ;   Kirsi Maaria Rasmus   6 , MSc, MDent ;   Minna Pikkarainen   9, 10 , MBA, PhD ;   Petri Huhtinen   11 , PhD ;   Mikko Kärppä   7, 12 , MD, PhD ;   Julius Francis Gomes   9 , PhD ;   Hany Ferdinando   6 , PhD ;   Miguel Bordallo López   1, 13 , PhD ;   Teemu Myllylä   6, 14 , PhD ;   Vesa Kiviniemi   6, 7, 14 , MD, PhD ;   Mikael von und zu Fraunberg   7, 12 , MD, PhD ;   Pekka Jäkälä   15, 16 , MD, PhD

1 VTT Technical Research Centre of Finland Ltd, Oulu, Finland

2 Future Healthcare Services Expertise Group, Northern Well-being and services, Lapland University of Applied Sciences, Rovaniemi, Finland

3 VTT Technical Research Centre of Finland Ltd, Tampere, Finland

4 VTT Technical Research Centre of Finland Ltd, Espoo, Finland

5 Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland

6 Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, North Ostrobothnia, Finland

7 Oulu University Hospital, Oulu, Finland

8 Health and Biomedical Sciences, Royal Melbourne Institute of Technology, Melbourne, Victoria, Australia

9 Martti Ahtisaari Institute, Oulu Business School, University of Oulu, Oulu, North Ostrobothnia, Finland

10 Faculty of Health Sciences and Faculty of Technology, Art and Design, OsloMet – Oslo Metropolitan University, Oslo, Norway

11 Optomed Plc, Oulu, Finland

12 Research Unit of Clinical Medicine, Faculty of Medicine, University of Oulu, Oulu, Finland

13 Computer Science and Engineering, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, North Ostrobothnia, Finland

14 Medical Research Center Oulu, Oulu, Finland

15 Kuopio University Hospital, Kuopio, Finland

16 Institute of Clinical Medicine, School of Medicine, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland

*these authors contributed equally

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