Mobilise-D insights to estimate real-world walking speed in multiple conditions with a wearable device

Cameron Kirk; Arne Kuederle; M. Encarna Mico-Amigo; Tecla Bonci; Anisoara Paraschiv-Ionescu; Martin Ullrich; Abolfazl Soltani; Eran Gazit; Francesca Salis; Lisa Alcock; Kamiar Aminian; Clemens Becker; Stefano Bertuletti; Philip Brown; Ellen Buckley; Alma Cantu; Anne-Elie Carsin; Marco Caruso; Brian Caulfield; Andrea Cereatti; Lorenzo Chiari; Ilaria D'Ascanio; Judith Garcia-Aymerich; Clint Hansen; Jeffrey M. Hausdorff; Hugo Hiden; Emily Hume; Alison Keogh; Felix Kluge; Sarah Koch; Walter Maetzler; Dimitrios Megaritis; Arne Mueller; Martijn Niessen; Luca Palmerini; Lars Schwickert; Kirsty Scott; Basil Sharrack; Henrik Sillen; David Singleton; Beatrix Vereijken; Ioannis Vogiatzis; Alison J. Yarnall; Lynn Rochester; Claudia Mazza; Bjoern M. Eskofier; Silvia Del Din; Francesca Bottin; Cristina Curreli; Giorgio Davico; Roberta De Michele; Giuliano Galimberti; Saverio Ranciati; Luca Reggi; Marco Viceconti; Lucia D'Apote; Jules Desmond; Megan Doyle; Mary Elliot-Davey; Gilles Gnacadja; Anja Kassner; Beat Knusel; Monika Pocrzepa; Nicolas Pourbaix; Hoi-Shen Radcliffe; Lening Shen; Jennifer Simon; Jesper Havsol; Diana Jarretta; Magnus Jornten-karlsson; Pierre Mugnier; Solange Corriol Rohou; Gabriela Saraiva; Michael Boettger; Igor Knezevic; Frank Kramer; Paolo Piraino; Hubert Truebel; Hajar Ahachad; Hubert Blain; Sylvie Broussous; Francois Canovas; Florent Cerret; Louis Dagneaux; Valerie Driss; Florence Galtier; Charlote Kaan; Stephanie Miot; Eva Murauer; Anne-Sophie Verissimo; Daniela Berg; Kirsten Emmert; Hanna Hildesheim; Jennifer Kudelka; Corina Maetzler; Christian Schlenstedt; Valdo Arnera; Karin Beckstrom; Patrick Folaron; Antonia Gizdic; Fay Horak; Skender Imeri; Stefanie Krieger; Narcis Nica; Natalia Pletneva; Stephen Raymond; Donna Reed; Ara Sekaram; Kristen Sowalsky; Anisoara Ionescu; Bjoern Eskofier; Victoria Alcaraz Serrano; Magda Bosch de Basea; Joren Buekers; Gabriela Cardenas; Ines Cobo; Anna Delgado Llobet; Laura Delgado Ortiz; Mariona Font Garcia; Judith Garcia Aymerich; Elena Gimeno-Santos; Alicia Jose; Ashar Ahmad; Marcel Froehlich; Gilyana Borlikova; Marie-Sidonie Edieux; Ronan Fox; Bill Holt; Kellee Howard; Sean Kelly; Sheila Kelly; Ruth Lalor; Alexandre Malouvier; Kusuma Manavalli Ramanna; Marie Mc Carthy; Gerard Quinn; Isaac Rodriguez Chavez; Peter Schueler; Michal Skackov; Barbara Skerrit; Sara Buttery; Nicholas Hopkinson; Alexis Perkins; Keir Philip; Mike Polkey; Parris Williams; Michael Jackson; David Wenn; Sofie Breuls; Heleen Demeyer; Nitesh Ghosh; Pieter Ginis; Lies Glorie; Valerie Haerens; Lova Hulst; Femke Hulzinga; Wim Janssenns; Alice Nieuwboer; Thierry Troosters; Tim Vanhoutte; Myriam Witvrouw; Marieke Wuyts; Luca Cornelisse; Jordi Evers; Siete Frouws; Neall Mouthaan; Laura Siepman; Aida Aydemir; Yann Hyvert; Martin Aursand Berge; Mara Diaconu; Monika Engdal; Karoline Blix Gronvik; Jorunn Helbostad; Lars Gunnar Johnsen; Anna Marcuzzi; Ingalill Midtsand; Mari Odden; Ingvild Saltvedt; Erika Skaslien; Kristin Taraldsen; Ola Bunte; Wim Dartee; Gul Erdemli; Olivier Grenet; Tilo Hache; Sam Hariry; Sabina Hernandez Penna; Jacek Lukawy; Suzanne Maahs; Ram Miller; Jens Praestgaard; Ronenn Roubenoff; Sandra Schluechter; Leen van Steenbergen; Xuemei Cai; Charmaine Demanuele; Mariana Gameiro; Di Junrui; Isik Karahanoglu; Joe Mather; Dimitrios Psaltos; Emma Stokes; Anil Tarachandani; Hao Zhang; Anne-Marie Kirsten; Kirsten Paash; Martina Russ; Henrik Watz; Ines Zimmermann; Niki Brenner; Christoph Endress; Martha Gierka; Clarissa Huber; Simon Jaeger; Carl-Philipp Jansen; Bernd Kinner; Jochen Klenk; Elena Litz; Stefanie Mikolaizak; Kilian Rapp; Matthias Schwab; Erkin Uysal; Martin Wohlrab; Vanessa Zoller; Nadir Ammour; Stephanie Bascle; Fabrice Bonche; Manon Cariou; Matthieu Jouannin; Mike Chambers; Antonella Ciucchiuini; Ariel Dowling; Emilio Merlo-Pich; Max Tolkoff; Lucy Fry; Mark Gordon; Pippa Loupe; Michal Melamed; Michael Reich; Sara Shnider; Marina Brozgol; David Buzaglo; Pablo Cornejo Thumm; Nir Giladi; Jeff Hausdorff; Talia Herman; Inbar Hillel; Anat Mirelman; Ayala Saban; Shahar Yehezkyahu; Nikolaos Chynkiamis; Andrea Manca; Valeria Bonanno; Giampaolo Brichetto; Gloria Dalla Costa; Comi Giancarlo; Letizia Leocani; Allia Mahajneh; Matteo Martinis; Mariaemma Rodegher; Andrea Tacchino; Mauro Zaffaroni; Gilbert Buesching; Anja Frei; Katharina Hackl; Melanie Keller; Marion Maggi-Beba; Ashley Polhemus; Milo Puhan; Thomas Riegler; Thomas Sigrist; Sabine Spielmanns; Marc Spielmanns; Valerie Zumbrunnen; Stafanie Dettmer; Heiko Gassner; Teresa Greinwalder; Konstantin Huhn; Jelena Jukic; Jochen Klucken; Franz Marxreiter; Florian Nickel; Martin Regensburger; Veit Rothhammer; Sarah Seifferth; Sabine Stallforth; Tanja Stirnweiss; Andrea Weitzenfelder; Juergen Winkler; Antonio Bevilaqua; Cathy Goulding; Georgiana Ifrim; Tahar Kechadi; Brian Mac Namee; Milu Philip; Graham Armitage; Jaume Bacardit; Harry Bailey; Phil Brown; Laura Cordova-Rivera; Brook Galna; Ann Gibson; Ashley Hart; Chloe Hinchliffe; Sara Johansson Fernstad; Ellen Lirani-Silva; Encarna Mico Amigo; Isabel Neatrour; Emma Packer; Annette Pantall; Jian Qing Shi; Sarah Birchall; Gavin Brittain; Fabio Ciravegna; Sooji Han; Liam Haslam; Neil Ireson; Azza Ishmail; Mahjabin Islam; Vita Lanfranchi; Michael Long; Jessica Mcneil; Shagun Misraq; Sarah Moll; Ahmed Mubarak-Mohamed; Siva Nair; David Paling; Shivani Patel; Dibya Pattanaik; Daisy Priest; Alex Radford; Lubos Vaci; Linda Van Gelder; Novartis Pharma AG

doi:10.1038/s41598-024-51766-5

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Mobilise-D insights to estimate real-world walking speed in multiple conditions with a wearable device

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Mobilise-D insights to estimate real-world walking speed in multiple conditions with a wearable device

Cameron Kirk, Arne Kuederle, M. Encarna Mico-Amigo, Tecla Bonci, Anisoara Paraschiv-Ionescu, Martin Ullrich, Abolfazl Soltani, Eran Gazit, Francesca Salis, Lisa Alcock, …

Scientific reports, Vol.14(1), pp.1754-23

19/01/2024

DOI: https://doi.org/10.1038/s41598-024-51766-5

PMID: 38243008

Résumé

Multidisciplinary Sciences

Science & Technology

Science & Technology - Other Topics

This study aimed to validate a wearable device's walking speed estimation pipeline, considering complexity, speed, and walking bout duration. The goal was to provide recommendations on the use of wearable devices for real-world mobility analysis. Participants with Parkinson's Disease, Multiple Sclerosis, Proximal Femoral Fracture, Chronic Obstructive Pulmonary Disease, Congestive Heart Failure, and healthy older adults (n = 97) were monitored in the laboratory and the real-world (2.5 h), using a lower back wearable device. Two walking speed estimation pipelines were validated across 4408/1298 (2.5 h/laboratory) detected walking bouts, compared to 4620/1365 bouts detected by a multi-sensor reference system. In the laboratory, the mean absolute error (MAE) and mean relative error (MRE) for walking speed estimation ranged from 0.06 to 0.12 m/s and - 2.1 to 14.4%, with ICCs (Intraclass correlation coefficients) between good (0.79) and excellent (0.91). Real-world MAE ranged from 0.09 to 0.13, MARE from 1.3 to 22.7%, with ICCs indicating moderate (0.57) to good (0.88) agreement. Lower errors were observed for cohorts without major gait impairments, less complex tasks, and longer walking bouts. The analytical pipelines demonstrated moderate to good accuracy in estimating walking speed. Accuracy depended on confounding factors, emphasizing the need for robust technical validation before clinical application.Trial registration: ISRCTN - 12246987.

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Titre: Mobilise-D insights to estimate real-world walking speed in multiple conditions with a wearable device
Créateurs - sans rôle: Cameron Kirk - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Arne Kuederle - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
M. Encarna Mico-Amigo - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Tecla Bonci - Univ Sheffield, Dept Mech Engn, Sheffield, England
Anisoara Paraschiv-Ionescu - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Martin Ullrich - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Abolfazl Soltani - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Eran Gazit - Tel Aviv Sourasky Med Ctr, Neurol Inst, Ctr Study Movement Cognit & Mobil, Tel Aviv, Israel
Francesca Salis - Univ Sassari, Dept Biomed Sci, Sassari, Italy
Lisa Alcock - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Kamiar Aminian - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Clemens Becker - Robert Bosch Gesell Med Forsch, Stuttgart, Germany
Stefano Bertuletti - Univ Sassari, Dept Biomed Sci, Sassari, Italy
Philip Brown - Newcastle Tyne Hosp NHS Fdn Trust, Newcastle Upon Tyne, England
Ellen Buckley - Univ Sheffield, Dept Mech Engn, Sheffield, England
Alma Cantu - Newcastle Univ, Sch Comp, Newcastle Upon Tyne, England
Anne-Elie Carsin - Barcelona Inst Global Hlth ISGlobal, Barcelona, Spain
Marco Caruso - Politecn Torino, Dept Elect & Telecommun, Turin, Italy
Brian Caulfield - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Andrea Cereatti - Politecn Torino, Dept Elect & Telecommun, Turin, Italy
Lorenzo Chiari - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Ilaria D'Ascanio - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Judith Garcia-Aymerich - Barcelona Inst Global Hlth ISGlobal, Barcelona, Spain
Clint Hansen - Univ Med Ctr Schleswig Holstein Campus Kiel, Dept Neurol, Kiel, Germany
Jeffrey M. Hausdorff - Tel Aviv Sourasky Med Ctr, Neurol Inst, Ctr Study Movement Cognit & Mobil, Tel Aviv, Israel
Hugo Hiden - Newcastle Tyne Hosp NHS Fdn Trust, Newcastle Upon Tyne, England
Emily Hume - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Alison Keogh - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Felix Kluge - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Sarah Koch - Barcelona Inst Global Hlth ISGlobal, Barcelona, Spain
Walter Maetzler - Univ Med Ctr Schleswig Holstein Campus Kiel, Dept Neurol, Kiel, Germany
Dimitrios Megaritis - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Arne Mueller - Novartis Pharm AG, Novartis Inst Biomed Res, Basel, Switzerland
Martijn Niessen - McRoberts BV, The Hague, Netherlands
Luca Palmerini - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Lars Schwickert - Robert Bosch Gesell Med Forsch, Stuttgart, Germany
Kirsty Scott - Univ Sheffield, Dept Mech Engn, Sheffield, England
Basil Sharrack - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Henrik Sillen - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
David Singleton - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Beatrix Vereijken - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Ioannis Vogiatzis - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Alison J. Yarnall - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Lynn Rochester - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Claudia Mazza - Univ Sheffield, Dept Mech Engn, Sheffield, England
Bjoern M. Eskofier - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Silvia Del Din - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Francesca Bottin - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Lorenzo Chiari - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Cristina Curreli - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Ilaria D'Ascanio - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Giorgio Davico - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Roberta De Michele - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Giuliano Galimberti - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Luca Palmerini - Guglielmo Marconi Univ Bologna, Dept Elect Elect & Informat Engn, Bologna, Italy
Saverio Ranciati - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Luca Reggi - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Marco Viceconti - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Lucia D'Apote - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Jules Desmond - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Megan Doyle - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Mary Elliot-Davey - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Gilles Gnacadja - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Anja Kassner - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Beat Knusel - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Monika Pocrzepa - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Nicolas Pourbaix - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Hoi-Shen Radcliffe - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Lening Shen - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Jennifer Simon - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Jesper Havsol - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Diana Jarretta - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Magnus Jornten-karlsson - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Pierre Mugnier - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Solange Corriol Rohou - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Gabriela Saraiva - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Henrik Sillen - AstraZeneca, R&D Digital Hlth, Gothenburg, Sweden
Michael Boettger
Igor Knezevic
Frank Kramer
Paolo Piraino
Hubert Truebel
Hajar Ahachad
Hubert Blain
Sylvie Broussous
Francois Canovas
Florent Cerret
Louis Dagneaux
Valerie Driss
Florence Galtier
Charlote Kaan
Stephanie Miot
Eva Murauer
Anne-Sophie Verissimo
Daniela Berg
Kirsten Emmert
Clint Hansen - Univ Med Ctr Schleswig Holstein Campus Kiel, Dept Neurol, Kiel, Germany
Hanna Hildesheim
Jennifer Kudelka
Walter Maetzler - Univ Med Ctr Schleswig Holstein Campus Kiel, Dept Neurol, Kiel, Germany
Corina Maetzler
Christian Schlenstedt
Valdo Arnera
Karin Beckstrom
Patrick Folaron
Antonia Gizdic
Fay Horak
Skender Imeri
Stefanie Krieger
Narcis Nica
Natalia Pletneva
Stephen Raymond
Donna Reed
Ara Sekaram
Kristen Sowalsky
Kamiar Aminian - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Anisoara Ionescu
Abolfazl Soltani - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Bjoern Eskofier
Felix Kluge - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Arne Kuederle - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Martin Ullrich - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Victoria Alcaraz Serrano
Magda Bosch de Basea
Joren Buekers
Gabriela Cardenas
Anne-Elie Carsin - Barcelona Inst Global Hlth ISGlobal, Barcelona, Spain
Ines Cobo
Anna Delgado Llobet
Laura Delgado Ortiz
Mariona Font Garcia
Judith Garcia Aymerich
Elena Gimeno-Santos
Alicia Jose
Sarah Koch - Barcelona Inst Global Hlth ISGlobal, Barcelona, Spain
Ashar Ahmad
Marcel Froehlich
Gilyana Borlikova
Marie-Sidonie Edieux
Ronan Fox
Bill Holt
Kellee Howard
Sean Kelly
Sheila Kelly
Ruth Lalor
Alexandre Malouvier
Kusuma Manavalli Ramanna
Marie Mc Carthy
Gerard Quinn
Isaac Rodriguez Chavez
Peter Schueler
Michal Skackov
Barbara Skerrit
Sara Buttery
Nicholas Hopkinson
Alexis Perkins
Keir Philip
Mike Polkey
Parris Williams
Michael Jackson
David Wenn
Sofie Breuls
Heleen Demeyer
Nitesh Ghosh
Pieter Ginis
Lies Glorie
Valerie Haerens
Lova Hulst
Femke Hulzinga
Wim Janssenns
Alice Nieuwboer
Thierry Troosters
Tim Vanhoutte
Myriam Witvrouw
Marieke Wuyts
Luca Cornelisse
Jordi Evers
Siete Frouws
Neall Mouthaan
Martijn Niessen - McRoberts BV, The Hague, Netherlands
Laura Siepman
Aida Aydemir
Yann Hyvert
Martin Aursand Berge
Mara Diaconu
Monika Engdal
Karoline Blix Gronvik
Jorunn Helbostad
Lars Gunnar Johnsen
Anna Marcuzzi
Ingalill Midtsand
Mari Odden
Ingvild Saltvedt
Erika Skaslien
Kristin Taraldsen
Beatrix Vereijken - Norwegian Univ Sci & Technol, Dept Neuromed & Movement Sci, Trondheim, Norway
Ola Bunte
Wim Dartee - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Gul Erdemli
Olivier Grenet
Tilo Hache
Sam Hariry
Sabina Hernandez Penna
Felix Kluge - Friedrich Alexander Univ Erlangen Nurnberg, Dept Artificial Intelligence Biomed Engn, Machine Learning & Data Analyt Lab, Erlangen, Germany
Jacek Lukawy
Suzanne Maahs
Ram Miller
Arne Mueller - Novartis Pharm AG, Novartis Inst Biomed Res, Basel, Switzerland
Jens Praestgaard
Ronenn Roubenoff
Sandra Schluechter
Leen van Steenbergen
Xuemei Cai
Charmaine Demanuele - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Charmaine Demanuele - Ecole Polytech Fed Lausanne, Lab Movement Anal & Measurement, Lausanne, Switzerland
Mariana Gameiro
Di Junrui
Isik Karahanoglu
Joe Mather
Dimitrios Psaltos
Emma Stokes
Anil Tarachandani
Hao Zhang
Anne-Marie Kirsten
Kirsten Paash
Martina Russ
Henrik Watz
Ines Zimmermann
Clemens Becker - Robert Bosch Gesell Med Forsch, Stuttgart, Germany
Niki Brenner
Christoph Endress
Martha Gierka
Clarissa Huber
Simon Jaeger
Carl-Philipp Jansen
Bernd Kinner
Jochen Klenk
Elena Litz
Elena Litz
Stefanie Mikolaizak
Kilian Rapp
Matthias Schwab
Lars Schwickert - Robert Bosch Gesell Med Forsch, Stuttgart, Germany
Erkin Uysal
Martin Wohlrab
Vanessa Zoller
Nadir Ammour
Stephanie Bascle
Fabrice Bonche
Manon Cariou
Matthieu Jouannin
Mike Chambers
Antonella Ciucchiuini
Ariel Dowling
Emilio Merlo-Pich
Max Tolkoff
Lucy Fry
Mark Gordon
Pippa Loupe
Michal Melamed
Michael Reich
Sara Shnider
Marina Brozgol
David Buzaglo
Pablo Cornejo Thumm
Eran Gazit - Tel Aviv Sourasky Med Ctr, Neurol Inst, Ctr Study Movement Cognit & Mobil, Tel Aviv, Israel
Nir Giladi
Jeff Hausdorff
Talia Herman
Inbar Hillel
Anat Mirelman
Ayala Saban
Shahar Yehezkyahu
Nikolaos Chynkiamis
Stefano Bertuletti - Univ Sassari, Dept Biomed Sci, Sassari, Italy
Marco Caruso - Politecn Torino, Dept Elect & Telecommun, Turin, Italy
Andrea Manca
Francesca Salis - Univ Sassari, Dept Biomed Sci, Sassari, Italy
Valeria Bonanno
Giampaolo Brichetto
Gloria Dalla Costa
Comi Giancarlo
Letizia Leocani
Allia Mahajneh
Matteo Martinis
Mariaemma Rodegher
Andrea Tacchino
Mauro Zaffaroni
Mauro Zaffaroni
Gilbert Buesching
Anja Frei
Katharina Hackl
Melanie Keller
Marion Maggi-Beba
Ashley Polhemus
Milo Puhan
Thomas Riegler
Thomas Sigrist
Sabine Spielmanns
Marc Spielmanns
Valerie Zumbrunnen
Stafanie Dettmer
Heiko Gassner
Teresa Greinwalder
Konstantin Huhn
Jelena Jukic
Jochen Klucken
Franz Marxreiter
Florian Nickel
Martin Regensburger
Veit Rothhammer
Sarah Seifferth
Sabine Stallforth
Tanja Stirnweiss
Andrea Weitzenfelder
Juergen Winkler
Antonio Bevilaqua
Brian Caulfield - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Cathy Goulding
Georgiana Ifrim
Tahar Kechadi
Alison Keogh - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Brian Mac Namee
Milu Philip
David Singleton - Univ Coll Dublin, Insight Ctr Data Analyt, Dublin, Ireland
Lisa Alcock - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Graham Armitage
Jaume Bacardit
Harry Bailey
Phil Brown
Alma Cantu - Newcastle Univ, Sch Comp, Newcastle Upon Tyne, England
Laura Cordova-Rivera
Silvia Del Din - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Brook Galna
Ann Gibson
Ashley Hart
Hugo Hiden - Newcastle Tyne Hosp NHS Fdn Trust, Newcastle Upon Tyne, England
Chloe Hinchliffe
Sara Johansson Fernstad
Cameron Kirk - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Ellen Lirani-Silva
Encarna Mico Amigo
Isabel Neatrour
Emma Packer
Annette Pantall
Jian Qing Shi
Lynn Rochester - Newcastle Univ, Translat & Clin Res Inst, Fac Med Sci, Catalyst 3 Sci Sq,Room 3-27, Newcastle Upon Tyne NE4 5TG, England
Emily Hume - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Dimitrios Megaritis - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Ioannis Vogiatzis - Northumbria Univ Newcastle, Dept Sport Exercise & Rehabil, Newcastle Upon Tyne, England
Sarah Birchall
Tecla Bonci - Univ Sheffield, Dept Mech Engn, Sheffield, England
Gavin Brittain
Ellen Buckley - Univ Sheffield, Dept Mech Engn, Sheffield, England
Fabio Ciravegna
Sooji Han
Liam Haslam
Neil Ireson
Azza Ishmail
Mahjabin Islam
Vita Lanfranchi
Michael Long
Claudia Mazza - Univ Sheffield, Dept Mech Engn, Sheffield, England
Jessica Mcneil
Shagun Misraq
Sarah Moll
Ahmed Mubarak-Mohamed
Siva Nair
David Paling
Shivani Patel - Univ Sassari, Dept Biomed Sci, Sassari, Italy
Dibya Pattanaik
Daisy Priest
Alex Radford
Kirsty Scott - Univ Sheffield, Dept Mech Engn, Sheffield, England
Basil Sharrack - Sheffield Teaching Hosp NHS Fdn Trust, Dept Neurosci & Sheffield NIHR Translat Neurosci B, Sheffield, England
Lubos Vaci
Linda Van Gelder
Novartis Pharma AG
Détails de publication: Scientific reports, Vol.14(1), pp.1754-23
Éditeur: NATURE PORTFOLIO
Nombre de pages: 23
Note de subvention: Study co-funded by the European Union's Horizon research and innovation programme and EFPIA via the innovative Medicine Initiative 2 (Mobilise-D Project)
Identifiants: 99150034809311
Unité académique: Institut des Neurosciences de Montpellier - INM; Laboratoire de Mécanique et Génie Civil - LMGC
Langue: English
Type de ressource: Journal article