Connecting digital mobility assessment to clinical outcomes for regulatory and clinical endorsement

Deliverables

Final version of study protocol as approved by first ethics committee; registration number of clinical study in an approved registry that also allows later posting of study results; approvals required for enrolment of first subject in at least one clinical centre

System performance analysis

This report will include the results of a detailed system performance analysis for the MobiliseD data management platform It will include a technical evaluation eg data transmission times access logs etc stakeholder feedback and an analysis of technical support logs

Risk assessment process and management procedure

Description of the methodology for project risk assessment and categorisation, including a risk management process

Detailed system requirements specification, including definition of data acquisition, transmission, integration, processing, analytics and governance requirements

This report will incorporate detailed system requirements specification for the data management platform. This will include definition of data acquisition, transmission, integration, processing, analytics and governance requirements

Ethical approval including all amendments

Ethical approval will be prepared during the first year and will include the experience of the WP 2 technical validation. The process will be finalized based on the results of WP2. Each site will submit the ethical protocol including the national requirments.

Report on publications, presentations, and event organisation (M12, with annual updates)

This deliverable is based on work carried out in Tasks 7.3 and 7.4, and details the publications, presentations and event organisations throughout the first year of the project, with subsequent annual updates. The report will be based on a database containing all outreach activities carried out by the consortium members.

Statistical description report on digital mobility outcomes, health outcomes and their relationships

We will study the statistical distribution of digital mobility outcomes, clinical outcomes and the shape of their relationships, using standard and hypothesis-free statistical analyses and existing cohort data

Data Management Plan V1

Inititial version of the data management plan

Data Management Plan V2

Mid project updated data management plan

Publications

Connecting real-world digital mobility assessment to clinical outcomes for regulatory and clinical endorsement–the Mobilise-D study protocol

Author(s): Mikolaizak, A. Stefanie; Rochester, Lynn; Maetzler, Walter; Sharrack, Basil; Demeyer, Heleen; Mazzà, Claudia; Caulfield, Brian; Garcia-Aymerich, Judith; Vereijken, Beatrix; Arnera, Valdo; Miller, Ram; Piraino, Paolo; Ammour, Nadir; Gordon, Mark Forrest; Troosters, Thierry; Yarnall, Alison J.; Alcock, Lisa; Gaßner, Heiko; Winkler, Jürgen; Klucken, Jochen; Schlenstedt, Christian; Watz, Henrik; Ki
Published in: Plos, Issue 4, 2022, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1101/2022.05.25.22275598

Performance of a multi-sensor wearable system for validating gait assessment: preliminary results on patients and healthy

Author(s): F. Salis, T. Bonci, S. Bertuletti , M. Caruso , K. Scott , E. Buckley, L. Alcock , S. Del Din , L. Rochester , E. Gazit , J.M. Hausdorff , C. Hansen 7, W. Maetzler , L. Schwickert 8, C. Becker , C. Mazzà , A. Cereatti, on behalf of the Mobilise-D consortium
Published in: Gait & Posture, Issue Volume 97, Supplement 2, October 2022, 2022, Page(s) 13, ISSN 1879-2219
Publisher: Elsevier
DOI: 10.1016/j.gaitpost.2022.09.027

Real-World Gait Detection Using a Wrist-Worn Inertial Sensor: Validation Study

Author(s): Felix Kluge, Yonatan E Brand, M Encarna Micó-Amigo, Stefano Bertuletti, Ilaria D'Ascanio, Eran Gazit, Tecla Bonci, Cameron Kirk, Arne Küderle, Luca Palmerini, Anisoara Paraschiv-Ionescu, Francesca Salis, Abolfazl Soltani, Martin Ullrich, Lisa Alcock, Kamiar Aminian, Clemens Becker, Philip Brown, Joren Buekers, Anne-Elie Carsin, Marco Caruso, Brian Caulfield, Andrea Cereatti, Lorenzo Chiari, Carl
Published in: JMIR Formative Research, Issue 1.5.2024 in Vol 8, 2024, ISSN 2561-326X
Publisher: JMIR FORMATIVE RESEARCH
DOI: 10.2196/50035

Reverse Engineering of Digital Measures: Inviting Patients to the Conversation

Author(s): Clay, I, Peerenboom, N, Connors, D. E., Bourke, S, Keogh, A, Wac, K, Gur-Arie, T, Baker, J, Bull, C, Cereatti, A, Cormack, F, Eggenspieler, D, Foschini, L, Ganea, R, Groenen, P. M. A., Gusset, N, Izmailova, E, Kanzler, C. M., Leyens, L, Lyden, K, Mueller, A, Nam, J, Ng, W-F, Nobbs, D, Orfaniotou, F, Perumal, T. M., Piwko, W, Ries, A, Scotland, A, Taptiklis, N, Torous, J, Vereijken, B, Xu, S, Baltz
Published in: Digit Biomark, Issue May 12;7(1), 2023, Page(s) 28-44, ISSN 2504-110X
Publisher: Kager Publications
DOI: 10.1159/000530413

Mobility endpoints in marketing authorisation of drugs: what gets the European medicines agency moving?

Author(s): Jaeger, Simon U; Wohlrab, Martin; Schoene, Daniel; Tremmel, Roman; Chambers, Michael; Leocani, Letizia; Corriol-Rohou, Solange; Klenk, Jochen; Sharrack, Basil; Garcia-Aymerich, Judith; Rochester, Lynn; Maetzler, Walter; Puhan, Milo; Schwab, Matthias; Becker, Clemens
Published in: Age and Ageing, Issue 5, 2022, ISSN 0002-0729
Publisher: Oxford University Press
DOI: 10.1093/ageing/afab242

Real-world speed estimation using single IMU: A conceptual framework

Author(s): Aminian, Kamiar; Soltani, Abolfazl Soltani; Paraschiv-Ionescu, Anisoara
Published in: A conceptual framework, 16th International Symposium of 3D-Analysis of Human Movement, Ames (USA), May 25-28, 2021., 2021, ISSN 2333-5432
Publisher: International Society of Biomechanics
DOI: 10.5281/zenodo.5561261

Computational modelling of the scoliotic spine: A literature review

Author(s): Samuele L Gould; Luca Cristofolini; Giorgio Davico; Marco Viceconti
Published in: International journal for Numerical Methods in Biomedical Engineering, Issue 16, 2021, ISSN 2040-7947
Publisher: John Wiley & Sons Ltd
DOI: 10.1002/cnm.3503

Ecological validity of a deep learning algorithm to detect gait events from real-life walking bouts in mobility-limiting diseases

Author(s): Robbin Romijnders; Robbin Romijnders; Francesca Salis; Clint Hansen; Arne Küderle; Anisoara Paraschiv-Ionescu; Andrea Cereatti; Lisa Alcock; Kamiar Aminian; Clemens Becker; Stefano Bertuletti; Tecla Bonci; Tecla Bonci; Philip Brown; Ellen Buckley; Ellen Buckley; Alma Cantu; Anne-Elie Carsin; Anne-Elie Carsin; Anne-Elie Carsin; Marco Caruso; Brian Caulfield; Brian Caulfield; Lorenzo Chiari; Lorenz
Published in: Frontiers in Neurology, Issue Vol 14 (2023) 37, 2023, ISSN 1664-2295
Publisher: Frontiers Research Foundation
DOI: 10.3389/fneur.2023.1247532

Fall Risk Prediction in Parkinson's Disease Using Real-World Inertial Sensor Gait Data

Author(s): Ullrich M, Roth N, Kuderle A, Richer R, Gladow T, Gassner H, Marxreiter F, Klucken J, Eskofier BM, Kluge F
Published in: IEEE J Biomed Health Inform, Issue 2023, Jan 27(1), 2023, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2022.3215921

A Quality Control Check to Ensure Comparability of Stereophotogrammetric Data between Sessions and Systems

Author(s): Kirsty Scott; Tecla Bonci; Lisa Alcock; Ellen Buckley; Clint Hansen; Eran Gazit; Lars Schwickert; Andrea Cereatti; Claudia Mazzà; on behalf of the Mobilise-D Consortium
Published in: Sensors; Volume 21; Issue 24;, 2021, Page(s) Pages: 8223, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21248223

Investigating the prognostic value of digital mobility outcomes in patients with chronic obstructive pulmonary disease: a systematic literature review and meta-analysis

Author(s): Buttery, Sara C; Williams, Parris J; Alghamdi, Saeed M; Philip, Keir E J; Perkins, Alexis; Kallis, Constantinos; Quint, Jennifer K; Polkey, Michael I; Breuls, Sofie; Buekers, Joren; Chynkiamis, Nikolaos; Delgado-Ortiz, Laura; Demeyer, Heleen; Frei, Anja; Garcia-Aymerich, Judith; Gimeno-Santos, Elena; Koch, Sarah; Megaritis, Dimitrios; Polhemus, Ashley; Troosters, Thierry; Vogiatzis, Ioannis; Watz,
Published in: European Respiratory Review, Issue 8, 2023, ISSN 0905-9180
Publisher: European Respiratory Society
DOI: 10.1183/16000617.0134-2023

Aligning Federated Learning with Existing Trust Structures in Health Care Systems

Author(s): Imrana Yari Abdullahi; René Raab; Arne Küderle; Björn Eskofier
Published in: Int J Environ Res Public Health., Issue 2023 Apr; 20(7): 5378., 2023, ISSN 1661-7827
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/ijerph20075378

Inertial sensor-based gait parameters reflect patient-reported fatigue in multiple sclerosis

Author(s): Alzhraa A. Ibrahim, Arne Küderle, Heiko Gaßner, Jochen Klucken, Bjoern M. Eskofier, Felix Kluge
Published in: Journal of NeuroEngineering and Rehabilitation, Issue 17/1, 2020, ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-020-00798-9

Evaluation of mobility recovery after hip fracture: a scoping review of randomized controlled studies

Author(s): K. Taraldsen; A. Polhemus; M. Engdal; C.-P. Jansen; C. Becker; N. Brenner; H. Blain; L.G. Johnsen; B. Vereijken
Published in: Osteoporosis International, Issue Volume 35, pages 203–215, (2024), 2023, ISSN 0937-941X
Publisher: Springer Verlag
DOI: 10.1007/s00198-023-06922-4

Gait Detection from a Wrist-Worn Sensor Using Machine Learning Methods: A Daily Living Study in Older Adults and People with Parkinson's Disease

Author(s): Yonatan E Brand, Dafna Schwartz, Eran Gazit, Aron S Buchman, Ran Gilad-Bachrach, Jeffrey M Hausdorff
Published in: Sensors, Issue Sensors 2022, 22(18), 7094, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22187094

uTUG: An unsupervised Timed Up and Go test for Parkinson’s disease

Author(s): João Elison da Rosa Tavares; Martin Ullrich; Nils Roth; Felix Kluge; Bjoern M. Eskofier; Heiko Gaßner; Jochen Klucken; Till Gladow; Franz Marxreiter; Cristiano André da Costa; Rodrigo da Rosa Righi; Jorge Luis Victória Barbosa
Published in: Biomedical Signal Processing and Control, Issue Volume 81, March 2023, 104394, 2023, ISSN 1746-8094
Publisher: Elsevier BV
DOI: 10.1016/j.bspc.2022.104394

A deep learning model to discern indoor from outdoor environments based on data recorded by a tri-axial digital magnetic sensor

Author(s): Marcianò, V.; Bertuletti, S.; Bonci, T.; Mazzà, C.; Ireson, N.; Ciravegna, F.; Del Din, S.; Gazit, E.; Cereatti, A.
Published in: Gait and Posture, Issue Volume 97, Supplement 2, October 2022,, 2022, Page(s) 5, ISSN 0966-6362
Publisher: Elsevier BV
DOI: 10.1016/j.gaitpost.2022.09.015

Mobilizing Patient and Public Involvement in the Development of Real-World Digital Technology Solutions: Tutorial

Author(s): Alison Keogh; Ríona Mc Ardle; Mara Gabriela Diaconu; Nadir Ammour; Valdo Arnera; Federica Balzani; Gavin Brittain; Ellen Buckley; Sara Buttery; Alma Cantu; Solange Corriol-Rohou; Laura Delgado-Ortiz; Jacques Duysens; Tom Forman-Hardy; Tova Gur-Arieh; Dominique Hamerlijnck; John Linnell; Letizia Leocani; Tom McQuillan; Isabel Neatrour; Ashley Polhemus; Werner Remmele; Isabel Saraiva; Kirsty Scott;
Published in: Journal of Medical Internet Research, Issue 27.10.2023 in Vol 25 (2023), 2023, ISSN 1438-8871
Publisher: Journal of medical Internet Research
DOI: 10.2196/44206

Technologische innovationen in der Pneumonologie - Facetten aus Diagnostik und Therapie

Author(s): Randerath W, Dreher M, Gompelmann D, Held M, Koczulla R, Köhnlein T, Rohde G, Wälscher J, Watz H, Steinkamp G.
Published in: Pneumologie, Issue 14.07.2020, 2020, ISSN 0934-8387
Publisher: Georg Thieme Verlag
DOI: 10.5281/zenodo.4468658

Wearable sensors can reliably quantify gait alterations associated with disability in people with progressive multiple sclerosis in a clinical setting

Author(s): Lorenza Angelini, William Hodgkinson, Craig Smith, Jessie Moorman Dodd, Basil Sharrack, Claudia Mazzà, David Paling
Published in: Journal of Neurology, Issue 267/10, 2020, Page(s) 2897-2909, ISSN 0340-5354
Publisher: Dr. Dietrich Steinkopff Verlag
DOI: 10.1007/s00415-020-09928-8

"It's not about the capture, it's about what we can learn"": a qualitative study of experts' opinions and experiences regarding the use of wearable sensors to measure gait and physical activity."

Author(s): Alison Keogh; Kristin Taraldsen; Brian Caulfield; Beatrix Vereijken
Published in: Journal of NeuroEngineering and Rehabilitation, 2021, ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-021-00874-8

Algorithms for Walking Speed Estimation Using a Lower-Back-Worn Inertial Sensor: A Cross-Validation on Speed Ranges

Author(s): Abolfazl Soltani; Kamiar Aminian; Claudia Mazzà; Andrea Cereatti; Luca Palmerini; Tecla Bonci; Anisoara Paraschiv-Ionescu
Published in:  IEEE TNSRE (2021), 2021, ISSN 1534-4320
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsre.2021.3111681

A multi-sensor wearable system for the assessment of diseased gait in real-world conditions

Author(s): Salis F., Bertuletti S., Bonci T., Caruso M., Scott K., Alcock L., Buckley E., Gazit E., Hansen C., Schwickert L., Aminian K., Becker C., Brown P., Carsin A.-E., Caulfield B., Chiari L., D'Ascanio I., Del Din S., Eskofier B. M., Garcia-Aymerich J., Hausdorff J. M., Hume E. C., Kirk C., Kluge F., Koch S., Kuederle A., Maetzler W., Micó-Amigo E. M., Mueller A., Neatrour I., Paraschiv-Ionescu A., Pa
Published in: Frontiers in Bioengineering and Biotechnology, Issue Apr 21(11), 2023, ISSN 2296-4185
Publisher: Frontiers
DOI: 10.3389/fbioe.2023.1143248

Author(s): Ashley Marie Polhemus, Ronny Bergquist, Magda Bosch de Basea, Gavin Brittain, Sara Catherine Buttery, Nikolaos Chynkiamis, Gloria dalla Costa, Laura Delgado Ortiz, Heleen Demeyer, Kirsten Emmert, Judith Garcia Aymerich, Heiko Gassner, Clint Hansen, Nicholas Hopkinson, Jochen Klucken, Felix Kluge, Sarah Koch, Letizia Leocani, Walter Maetzler, M Encarna Micó-Amigo, A Stefanie Mikolaizak, Paolo Pira
Published in: BMJ Open, Issue 10/7, 2020, Page(s) e038704, ISSN 2044-6055
Publisher: BMJ Publishing Group
DOI: 10.1136/bmjopen-2020-038704

The value of walking: a systematic review on mobility and healthcare costs.

Author(s): Martin Wohlrab; Jochen Klenk; Laura Delgado-Ortiz; Michael Chambers; Lynn Rochester; Matthias Zuchowski; Matthias Schwab; Clemens Becker; Simon U. Jaeger
Published in: European Review of Aging and Physical Activity, Issue 19, 2022, ISSN 1861-6909
Publisher: European Review of Aging and Physical Activity
DOI: 10.1186/s11556-022-00310-3

Analysis of the Accuracy of Ten Algorithms for Orientation Estimation Using Inertial and Magnetic Sensing under Optimal Conditions: One Size Does Not Fit All.

Author(s): M. Caruso; Angelo Maria Sabatini; Daniel Laidig; Thomas Seel; Marco Knaflitz; Ugo Della Croce; Andrea Cereatti
Published in: MDPI Sensors, Vol 21, Iss 2543, p 2543 (2021), Issue 3, 2021, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21072543

Laboratory and free-living gait performance in adults with COPD and healthy controls

Author(s): Buekers, J., Megaritis, D., Koch, S., Alcock, L., Ammour, N., Becker, C., Bertuletti, S., Bonci, T., Brown, P., Buckley, E., Buttery, S. C., Caulfield, B., Cereatti, A., Chynkiamis, N., Demeyer, H., Echevarria, C., Frei, A., Hansen, C., Hausdorff, J. M., Hopkinson, N. S., Hume, E., Kuederle, A., Maetzler, W., Mazzà, C., Micó-Amigo, E. M., Mueller, A., Palmerini, L., Salis, F., Scott, K., Trooste
Published in: ERJ Open Research, Issue Vol 9 Issue 5, 2023, ISSN 2312-0541
Publisher: European Respiratory Society
DOI: 10.1183/23120541.00159-2023

A wearable multi-sensor system for real world gait analysis

Author(s): F. Salis; S. Bertuletti; K. Scott; M. Caruso; T. Bonci; E. Buckley; U. Della Croce; C. Mazza; A. Cereatti
Published in: 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021, ISSN 2694-0604
Publisher: IEEE
DOI: 10.1109/embc46164.2021.9630392

Clinical Relevance of Standardized Mobile Gait Tests. Reliability Analysis Between Gait Recordings at Hospital and Home in Parkinson’s Disease: A Pilot Study

Author(s): Gaßner H, Sanders P, Dietrich A, Marxreiter F, Eskofier BM, Winkler J, Klucken J
Published in: Journal of Parkinson's Disease, Issue 8/17/2020, 2020, ISSN 1877-7171
Publisher: IOS Press
DOI: 10.5281/zenodo.4468815

Classical Machine Learning Versus Deep Learning for the Older Adults Free-Living Activity Classification

Author(s): Muhammad Awais, Lorenzo Chiari, Espen A. F. Ihlen, Jorunn L. Helbostad, Luca Palmerini
Published in: Sensors, Issue 21/14, 2021, Page(s) 4669, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21144669

The e-Science Central Study Data Platform

Author(s): Watson, Paul; Hiden, Hugo
Published in: 2022 IEEE 18th International Conference on e-Science (e-Science), Issue 20, 2022, ISSN 2473-2001
Publisher: IEEE Xplore
DOI: 10.1109/escience55777.2022.00020

EarGait: Estimation of Temporal Gait Parameters from Hearing Aid Integrated Inertial Sensors

Author(s): Ann-Kristin Seifer; Eva Dorschky; Arne Küderle; Hamid Moradi; Ronny Hannemann; Björn M. Eskofier
Published in: Sensors, Issue Vol 23, Iss 14, p 6565 (2023), 2023, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23146565

The Effects of an Individualized Smartphone-Based Exercise Program on Self-defined Motor Tasks in Parkinson Disease: Pilot Interventional Study

Author(s): Heiko Gaßner; Jana Friedrich; Alisa Masuch; Jelena Jukic; Sabine Stallforth; Martin Regensburger; Franz Marxreiter; Jürgen Winkler; Jochen Klucken
Published in: JMIR Rehabilitation and Assistive Technologies, Issue Vol 9 , No 4 (2022) :Oct-Dec, 2022, ISSN 2369-2529
Publisher: JMIR Rehabilitation and Assistive Technologies
DOI: 10.2196/38994

Walking on common ground: a cross-disciplinary scoping review on the clinical utility of digital mobility outcomes.

Author(s): Ashley Polhemus; Laura Delgado Ortiz; Gavin Brittain; Nikolaos Chynkiamis; Francesca Salis; Heiko Gaßner; Michaela Gross; Cameron Kirk; Rachele Rossanigo; Kristin Taraldsen; Diletta Balta; Sofie Breuls; Sara Buttery; Gabriela Cardenas; Christoph Endress; Julia Gugenhan; Alison Keogh; Felix Kluge; Sarah Koch; M. Encarna Micó-Amigo; Corinna Nerz; Chloé Sieber; Parris J Williams; Ronny Bergquist;
Published in: npj Digital Medicine, 2021, ISSN 2398-6352
Publisher: npj Digital Medicine (npj Digit. Med.)
DOI: 10.1038/s41746-021-00513-5

Acceptability of wearable devices for measuring mobility remotely: Observations from the Mobilise-D technical validation study

Author(s): Alison Keogh, Lisa Alcock, Philip Brown, Ellen Buckley, Marina Brozgol, Eran Gazit, Clint Hansen, Kirsty Scott, Lars Schwickert, Clemens Becker, Jeffrey Hausdorff, Walter Maetzler, Lynn Rochester, Basil Sharrack, Ionnis Vogiatzis, Alison Yarnall, Claudia Mazza, Brian Caulfield.
Published in: Digital Health, Issue DIGITAL HEALTH. 2023;9., 2023, ISSN 2158-2440
Publisher: SAGE Publications Inc.
DOI: 10.1177/20552076221150745

Short inertial sensor-based gait tests reflect perceived state fatigue in multiple sclerosis

Author(s): Ibrahim, Alzhraa A.; Flachenecker, Felix; Gaßner, Heiko; Rothhammer, Veit; Klucken, Jochen; Eskofier, Bjoern M.; Kluge, Felix
Published in: Multiple Sclerosis and Related Disorders, Issue 2022 Feb:58:103519, 2022, ISSN 0346-251X
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.msard.2022.103519

An Inertial Sensor-Based Gait Analysis Pipeline for the Assessment of Real-World Stair Ambulation Parameters.

Author(s): Nils Roth; Arne Küderle; Dominik Prossel; Heiko Gassner; Heiko Gassner; Bjoern M. Eskofier; Felix Kluge
Published in: MDPI Sensors (Basel, Switzerland), Issue 2, 2021, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21196559

MaD GUI: An Open-Source Python Package for Annotation and Analysis of Time-Series Data

Author(s): Malte Ollenschläger; Arne Küderle; Wolfgang Mehringer; Ann-Kristin Seifer; Jürgen Winkler; Heiko Gaßner; Felix Kluge; Bjoern M. Eskofier
Published in: Sensors; Volume 22; Issue 15; Pages: 5849, Issue 32, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22155849

Multidisciplinary Intensive Rehabilitation Program for People with Parkinson's Disease: Gaps between the Clinic and Real-World Mobility

Author(s): Moriya Cohen, Talia Herman, Natalie Ganz, Inbal Badichi, Tanya Gurevich , Jeffrey M Hausdorff
Published in: International Journal of Environmental Research and Public Health, Issue IJERPH Volume 20 Issue 5, 2023, ISSN 1660-4601
Publisher: International Journal of Environmental Research and Public Health
DOI: 10.3390/ijerph20053806

Assessing the usability of wearable devices to measure gait and physical activity in chronic conditions: a systematic review

Author(s): Alison Keogh; Rob Argent; Amy Anderson; Brian Caulfield; William Johnston
Published in: Journal of NeuroEngineering and Rehabilitation,, Issue Vol 18, Iss 1,, 2021, Page(s) Pp 1-17 (2021), ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-021-00931-2

Validation of a Sensor-Based Gait Analysis System with a Gold-Standard Motion Capture System in Patients with Parkinson’s Disease

Author(s): Verena Jakob, Arne Küderle, Felix Kluge, Jochen Klucken, Bjoern M. Eskofier, Jürgen Winkler, MartinWinterholler and Heiko Gassner
Published in: Sensors, Issue Volume 22 Special Issue Inertial Sensors for Clinically Relevant Mobility Outcome Measures, 2021, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21227680

Validity of an inertial sensor-based system for the assessment of spatio-temporal parameters in people with multiple sclerosis

Author(s): Annalena Zahn; Annalena Zahn; Veronika Koch; Lucas Schreff; Lucas Schreff; Patrick Oschmann; Jürgen Winkler; Heiko Gaßner; Heiko Gaßner; Roy Müller; Roy Müller; Roy Müller
Published in: Frontiers in Neurology, Issue Vol 14 (2023), 2023, ISSN 1664-2295
Publisher: Frontiers Research Foundation
DOI: 10.3389/fneur.2023.1164001

Orientation Estimation Through Magneto-Inertial Sensor Fusion: A Heuristic Approach for Suboptimal Parameters Tuning

Author(s): Caruso M, Sabatini M, Knaflitz M, Gazzoni M, Della Croce U, Cereatti A
Published in: IEEE Sensors Journal, Issue 21.09.2020, 2020, ISSN 1530-437X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.5281/zenodo.4457500

Consensus based framework for digital mobility monitoring

Author(s): Kluge, F., Del Din, S., Cereatti, A., Gaßner, H., Hansen, C., Helbostadt, J. L., Klucken, J., Küderle, A., Müller, A., Rochester, L., Ullrich, M., Eskofier, B. M., Mazzà, C., & Mobilise-D
Published in: PLoS ONE, 2021, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0256541

Using musculoskeletal models to estimate in vivo total knee replacement kinematics and loads: effect of differences between models

Author(s): Curreli, Cristina; Di Puccio, Francesca; Davico, Giorgio; Modenese, Luca; Viceconti, Marco
Published in: Frontiers in Bioengineering and Biotechnology, Issue Volume 9, 2021, Page(s) 1-10, ISSN 2296-4185
Publisher: Frontiers Media
DOI: 10.3389/fbioe.2021.703508

A method for gait events detection based on low spatial resolution pressure insoles data

Author(s): F. Salis, S. Bertuletti, T. Bonci, U. Della Croce, C. Mazzà, A. Cereatti
Published in: Journal of Biomechanics, Issue 127, 2021, Page(s) 110687, ISSN 0021-9290
Publisher: Elsevier BV
DOI: 10.1016/j.jbiomech.2021.110687

Real-World Stair Ambulation Characteristics Differ Between Prospective Fallers and Non-Fallers in Parkinson's Disease.

Author(s): Roth N, Ullrich M, Kuderle A, Gladow T, Marxreiter F, Gassner H, Kluge F, Klucken J, Eskofier BM
Published in: IEEE J Biomed Health Inform, Issue 2022, Sep 26(9), 2022, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2022.3186766

Extension of the Rigid-Constraint Method for the Heuristic Suboptimal Parameter Tuning to Ten Sensor Fusion Algorithms Using Inertial and Magnetic Sensing

Author(s): Caruso, M.; Sabatini, A.M.; Knaflitz, M.; Della Croce, U.; Cereatti, A.
Published in: Sensors, Issue 21(18) - Special Issue Sensors and IoT in Modern Healthcare Delivery and Applications, 2021, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21186307

Multi-level personalization of neuromusculoskeletal models to estimate physiologically plausible knee joint contact forces in children

Author(s): Claudio Pizzolato; Giorgio Davico; Bryce Killen; David Lloyd; Daniel Devaprakash; Christopher Carty
Published in: Biomechanics and Modeling in Mechanobiology, Issue 21, 2022, ISSN 1617-7940
Publisher: Biomechanics and Modeling in Mechanobiology
DOI: 10.1007/s10237-022-01626-w

Design and validation of a multi-task, multi-context protocol for real-world gait simulation

Author(s): Scott, Kirsty; Bonci, Tecla; Alcock, Lisa; Buckley, Ellen; Gazit, Eran; Hansen, Clint; Schwickert, Lars; Aminian, Kamiar; Bertuletti, Stefano; Caruso, Marco; Chiari, Lorenzo; Sharrack, Basil; Maetzler, Walter; Becker, Clemens; Hausdorff, Jeffrey M.; Vogiatzis, Ioannis; Brown, Philipp; Del Din, Silvia; Eskofier, Björn; Paraschiv-Ionescu, Anisoara; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Micó
Published in: Journal of NeuroEngineering and Rehabilitation, Issue 19, Article number: 141 (2022), 2022, ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-022-01116-1

Investigating the Impact of Environment and Data Aggregation by Walking Bout Duration on Parkinson’s Disease Classification Using Machine Learning

Author(s): Rana Zia Ur Rehman, Yu Guan, Jian Qing Shi, Lisa Alcock, Alison J. Yarnall, Lynn Rochester and Silvia Del Din
Published in: Frontiers in Aging Neuroscience, Issue Research topic: Activities of Daily Living and Everyday Functioning: From Normal Aging to Neurodegenerative Diseases, 2022, ISSN 1663-4365
Publisher: Frontiers Research Foundation
DOI: 10.3389/fnagi.2022.808518

Characterization of gait variability in multiple system atrophy and Parkinson’s disease

Author(s): Victoria Sidoroff, Cecilia Raccagni, Christine Kaindlstorfer, Sabine Eschlboeck, Alessandra Fanciulli, Roberta Granata, Björn Eskofier, Klaus Seppi, Werner Poewe, Johann Willeit, Stefan Kiechl, Philipp Mahlknecht, Heike Stockner, Kathrin Marini, Oliver Schorr, Gregorio Rungger, Jochen Klucken, Gregor Wenning & Heiko Gaßner
Published in: Journal of Neurology, Issue Volume 268, (2021), 2020, Page(s) pages 1770–1779, ISSN 1432-1459
Publisher: Springer Nature
DOI: 10.1007/s00415-020-10355-y

A Proposal for a Linear Calculation of Gait Asymmetry

Author(s): Linda Maria Adriana van Gelder, Lorenza Angelini, Ellen E. Buckley, Claudia Mazzà
Published in: Symmetry, Issue 13/9, 2021, Page(s) 1560, ISSN 2073-8994
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/sym13091560

A Single-Sensor Approach to Quantify Gait in Patients with Hereditary Spastic Paraplegia

Author(s): Linda M. A. van Gelder; Tecla Bonci; Ellen E. Buckley; Kathryn Price; Francesca Salis; Marios Hadjivassiliou; Claudia Mazzà; Channa Hewamadduma
Published in: Sensors, Issue Volume 23; Issue 14; Pages: 6563, 2023, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23146563

Real-world walking cadence in people with COPD

Author(s): Laura Delgado-Ortiz; Saverio Ranciati; Ane Arbillaga-Etxarri; Eva Balcells; Joren Buekers; Heleen Demeyer; Anja Frei; Elena Gimeno-Santos; Nicholas S. Hopkinson; Corina de Jong; Niklas Karlsson; Zafeiris Louvaris; Luca Palmerini; Michael I. Polkey; Milo A. Puhan; Roberto A. Rabinovich; Diego A. Rodríguez Chiaradia; Robert Rodriguez-Roisin; Pere Toran-Montserrat; Ioannis Vogiatzis; Henrik Watz; Th
Published in: ERJ open research, Issue 37, 2024, ISSN 2312-0541
Publisher: European Respiratory Society
DOI: 10.1183/23120541.00673-2023

Is a Wearable Sensor-Based Characterisation of Gait Robust Enough to Overcome Differences Between Measurement Protocols? A Multi-Centric Pragmatic Study in Patients with Multiple Sclerosis

Author(s): Lorenza Angelini, Ilaria Carpinella, Davide Cattaneo, Maurizio Ferrarin, Elisa Gervasoni, Basil Sharrack, David Paling, Krishnan Padmakumari Sivaraman Nair, Claudia Mazzà
Published in: Sensors, Issue 20/1, 2020, Page(s) 79, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20010079

Accelerometry-Based Digital Gait Characteristics for Classification of Parkinson's Disease: What Counts?

Author(s): Rana Zia Ur Rehman, Christopher Buckley, Maria Encarna Mico-Amigo, Cameron Kirk, Michael Dunne-Willows, Claudia Mazza, Jian Qing Shi, Lisa Alcock, Lynn Rochester, Silvia Del Din
Published in: IEEE Open Journal of Engineering in Medicine and Biology, Issue 1, 2020, Page(s) 65-73, ISSN 2644-1276
Publisher: IEEE
DOI: 10.1109/ojemb.2020.2966295

Gait variability as digital biomarker of disease severity in Huntington’s disease

Author(s): Heiko Gaßner, Dennis Jensen, F. Marxreiter, Anja Kletsch, Stefan Bohlen, Robin Schubert, Lisa M. Muratori, Bjoern Eskofier, Jochen Klucken, Jürgen Winkler, Ralf Reilmann, Zacharias Kohl
Published in: Journal of Neurology, 2020, ISSN 0340-5354
Publisher: Dr. Dietrich Steinkopff Verlag
DOI: 10.1007/s00415-020-09725-3

Detection of Gait From Continuous Inertial Sensor Data Using Harmonic Frequencies

Author(s): Martin Ullrich, Arne Kuderle, Julius Hannink, Silvia Del Din, Heiko Gassner, Franz Marxreiter, Jochen Klucken, Bjoern Michael Eskofier, Felix Kluge
Published in: IEEE Journal of Biomedical and Health Informatics, 2020, Page(s) 1-1, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2020.2975361

A wearable sensor identifies alterations in community ambulation in multiple sclerosis: contributors to real-world gait quality and physical activity

Author(s): Shirley Shema-Shiratzky, Inbar Hillel, Anat Mirelman, Keren Regev, Katherine L. Hsieh, Arnon Karni, Hannes Devos, Jacob J. Sosnoff, Jeffrey M. Hausdorff
Published in: Journal of Neurology, 2020, ISSN 0340-5354
Publisher: Dr. Dietrich Steinkopff Verlag
DOI: 10.1007/s00415-020-09759-7

Credibility of In Silico Trial Technologies—A Theoretical Framing

Author(s): Marco Viceconti, Miguel A. Juarez, Cristina Curreli, Marzio Pennisi, Giulia Russo, Francesco Pappalardo
Published in: IEEE Journal of Biomedical and Health Informatics, Issue 24/1, 2020, Page(s) 4-13, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/JBHI.2019.2949888

Long-term unsupervised mobility assessment in movement disorders

Author(s): Elke Warmerdam, Jeffrey M Hausdorff, Arash Atrsaei, Yuhan Zhou, Anat Mirelman, Kamiar Aminian, Alberto J Espay, Clint Hansen, Luc J W Evers, Andreas Keller, Claudine Lamoth, Andrea Pilotto, Lynn Rochester, Gerhard Schmidt, Bastiaan R Bloem, Walter Maetzler
Published in: The Lancet Neurology, Issue 19/5, 2020, Page(s) 462-470, ISSN 1474-4422
Publisher: The Lancet Publishing Group
DOI: 10.1016/s1474-4422(19)30397-7

Intra-operator Repeatability of Manual Segmentations of the Hip Muscles on Clinical Magnetic Resonance Images.

Author(s): Giorgio Davico; Francesca Bottin; Alberto Di Martino; Vanita Castafaro; Fabio Baruffaldi; Cesare Faldini; Marco Viceconti
Published in: Journal of Digital Imaging, Issue Issue 36, 2022, Page(s) 143–152, ISSN 1618-727X
Publisher: Journal of Digital Imaging
DOI: 10.1007/s10278-022-00700-0

A Roadmap to Inform Development, Validation and Approval of Digital Mobility Outcomes: The Mobilise-D Approach

Author(s): Lynn Rochester, Claudia Mazzà, Arne Mueller, Brian Caulfield, Marie McCarthy, Clemens Becker, Ram Miller, Paolo Piraino, Marco Viceconti, Wilhelmus P. Dartee, Judith Garcia-Aymerich, Aida A. Aydemir, Beatrix Vereijken, Valdo Arnera, Nadir Ammour, Michael Jackson, Tilo Hache, Ronenn Roubenoff
Published in: Digital Biomarkers, Issue 4/1, 2020, Page(s) 13-27, ISSN 2504-110X
Publisher: S Karger AG
DOI: 10.1159/000512513

Sensor-Based and Patient-Based Assessment of Daily-Living Physical Activity in People with Parkinson’s Disease: Do Motor Subtypes Play a Role?

Author(s): Irina Galperin, Talia Herman, Mira Assad, Natalie Ganz, Anat Mirelman, Nir Giladi, Jeffrey M. Hausdorff
Published in: Sensors, Issue 20/24, 2020, Page(s) 7015, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20247015

Technical validation of real-world monitoring of gait: a multicentric observational study.

Author(s): "Mazzà , Claudia; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Bonci, Tecla; Brown, Philip; Brozgol, Marina; Buckley, Ellen; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Cereatti, Andrea; Chiari, Lorenzo; Chynkiamis, Nikolaos; Ciravegna, Fabio; Del Din, Silvia; Eskofier, Bjö rn; Evers, Jordi; Garcia Aymerich, Judith; Gazit, Eran; Hansen, Clint; Hausdorff, Je"
Published in:  BMJ Open, Issue Volume 11, Issue 12, 2021, ISSN 2044-6055
Publisher: BMJ Publishing Group
DOI: 10.1136/bmjopen-2021-050785

Treadmill training and physiotherapy similarly improve dual task gait performance: a randomized-controlled trial in Parkinson's disease.

Author(s): Gaßner H, Trutt E, Seifferth S, Friedrich J, Zucker D, Salhani Z, Adler W, Winkler J, Jost WH.
Published in: Journal of Neural Transmission, Issue Sep;129(9):1189-1200., 2022, ISSN 0300-9564
Publisher: Springer Verlag
DOI: 10.1007/s00702-022-02514-4

Can Digital Mobility Assessment Enhance the Clinical Assessment of Disease Severity in Parkinson’s Disease?

Author(s): Kirk, C., Zia Ur Rehman, R., Galna, B., Alcock, Lisa, Ranciati, S., Palmerini, L., Garcia-Aymerich, Judith., Hansen, C., Schaeffer, E., Berg, D., Maetzler, W., | Rochester, L., Del Din, S., Yarnall, A.
Published in: Journal of Parkinson's Disease, Issue vol. 13, no. 6,, 2023, Page(s) pp. 999-1009, ISSN 1877-718X
Publisher: IOS Press
DOI: 10.3233/jpd-230044

Detection of unsupervised standardized gait tests from real-world inertial sensor data in Parkinson’s disease

Author(s): Martin Ullrich, Annika Mücke, Arne Küderle, Nils Roth, Till Gladow, Heiko Gaßner, Franz Marxreiter, Jochen Klucken, Bjoern M. Eskofier, and Felix Kluge
Published in: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Issue Volume 29:2103-2111, 2021, ISSN 1558-0210
Publisher: IEEE
DOI: 10.1109/tnsre.2021.3119390

Assessing real-world gait with digital technology? Validation, insights and recommendations from the Mobilise-D consortium

Author(s): M. Encarna Micó-Amigo, Tecla Bonci, Anisoara Paraschiv-Ionescu, Martin Ullrich, Cameron Kirk, Abolfazl Soltani, Arne Küderle, 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, Bjoern Eskofier, Sara Fernstad, Mar
Published in: Journal of NeuroEngineering and Rehabilitation, Issue Jun 14; 20, 2023, Page(s) Article number: 78, ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-023-01198-5

Listening to the patients’ voice: a conceptual framework of the walking experience

Author(s): Laura Delgado-Ortiz; Ashley Polhemus; Alison Keogh; Norman Sutton; Werner Remmele; Clint Hansen; Felix Kluge; Basil Sharrack; Clemens Becker; Thierry Troosters; Walter Maetzler; Lynn Rochester; Anja Frei; Milo A Puhan; Judith Garcia-Aymerich
Published in: Age and Ageing, Issue Volume 52, Issue 1, January 2023, 2023, ISSN 1468-2834
Publisher: Oxford Academic
DOI: 10.1093/ageing/afac233

tpcp: Tiny Pipelines for Complex Problems - A set of framework independent helpers for algorithms development and evaluation

Author(s): Arne Küderle; Robert Richer; Raul C. Sîmpetru; Bjoern M. Eskofier
Published in: Journal of Open Source Software, Issue 8(82), 4953,, 2023, ISSN 2475-9066
Publisher: Journal of Open Source Software
DOI: 10.21105/joss.04953

Digital endpoints in clinical trials of Alzheimer’s disease and other neurodegenerative diseases: challenges and opportunities

Author(s): Brem, A.-K., Kuruppu, S., de Boer, C., Muurling, M., Diaz-Ponce, A., Gove, D., Curcic, J., Pilotto, A., Ng, W.-F., Cummins, N., Malzbender, K., Nies, V. J. M., Erdemli, G., Graeber, J., Narayan, V. A., Rochester, L., Maetzler, W., Aarsland, D. (on behalf of the RADAR-AD Consortium).
Published in: Frontiers in Neurology, Issue Jun 15; 14, 2023, ISSN 1664-2295
Publisher: Frontiers Research Foundation
DOI: 10.3389/fneur.2023.1210974

Feasibility and usability of a digital health technology system to monitor mobility and assess medication adherence in mild-to-moderate Parkinson’s disease

Author(s): Héloïse Debelle, Emma Packer, Esther Beales, Harry G B Bailey, Ríona Mc Ardle, Philip Brown, Heather Hunter, Fabio Ciravegna, Neil Ireson, Jordi Evers, Martijn Niessen, Jian Qing SHI, Alison J Yarnall, Lynn Rochester, Lisa Alcock, Silvia Del Din.
Published in: Frontiers in Neurology, Issue Volume 14 - 2023, 2023, ISSN 1664-2295
Publisher: Frontiers Research Foundation
DOI: 10.3389/fneur.2023.1111260

On the use of wearable sensors as mobility biomarkers in the marketing authorization of new drugs: A regulatory perspective

Author(s): Viceconti, Marco; Tome, Maria; Dartee, Wilhelmus; Knezevic, Igor; Penna, Sabina Hernandez; Mazzà, Claudia; Caulfield, Brian; Garcia-Aymerich, Judith; Becker, Clemens; Maetzler, Walter; Troosters, Thierry; Sharrack, Basil; Davico, Giorgio; Corriol-Rohou, Solange; Rochester, Lynn; Mobilise-D Consortium
Published in: Frontiers in Medicine, Sec. Regulatory Science, Issue 9, 2022, ISSN 2296-858X
Publisher: Frontiers in Medicine
DOI: 10.3389/fmed.2022.996903

Toward a Regulatory Qualification of Real-World Mobility Performance Biomarkers in Parkinson’s Patients Using Digital Mobility Outcomes

Author(s): Marco Viceconti, Sabina Hernandez Penna, Wilhelmus Dartee, Claudia Mazzà, Brian Caulfield, Clemens Becker, Walter Maetzler, Judith Garcia-Aymerich, Giorgio Davico, Lynn Rochester
Published in: Sensors, Issue 20/20, 2020, Page(s) 5920, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20205920

An Objective Methodology for the Selection of a Device for Continuous Mobility Assessment

Author(s): Tecla Bonci, Alison Keogh, Silvia Del Din, Kirsty Scott, Claudia Mazzà
Published in: Sensors, Issue 20/22, 2020, Page(s) 6509, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20226509

Mobility recorded by wearable devices and gold standards: the Mobilise-D procedure for data standardization

Author(s): Luca Palmerini; Luca Reggi; Tecla Bonci; Silvia Del Din; M. Encarna Micó-Amigo; Francesca Salis; Stefano Bertuletti; Marco Caruso; Andrea Cereatti; Eran Gazit; Anisoara Paraschiv-Ionescu; Abolfazl Soltani; Felix Kluge; Arne Küderle; Martin Ullrich; Cameron Kirk; Hugo Hiden; Ilaria D’Ascanio; Clint Hansen; Lynn Rochester; Claudia Mazzà; Lorenzo Chiari
Published in: Scientific Data, Issue volume 10, Article number: 38 (2023), 2023, ISSN 2052-4463
Publisher: Sci data
DOI: 10.1038/s41597-023-01930-9

Translating digital healthcare to enhance clinical management: a protocol for an observational study using a digital health technology system to monitor medication adherence and its effect on mobility in people with Parkinson’s

Author(s): Emma Packer; Héloïse Debelle; Harry G B Bailey; Fabio Ciravegna; Neil Ireson; Jordi Evers; Martijn Niessen; Jian Qing Shi; Alison J Yarnall; Lynn Rochester; Lisa Alcock; Silvia Del Din
Published in: BMJ Open, Issue 39, 2023, ISSN 2044-6055
Publisher: BMJ Publishing Group
DOI: 10.1136/bmjopen-2023-073388

Body-Worn Sensors for Remote Monitoring of Parkinson’s Disease Motor Symptoms: Vision, State of the Art, and Challenges Ahead

Author(s): Silvia Del Din, Cameron Kirk, Alison J. Yarnall, Lynn Rochester, Jeffrey M. Hausdorff
Published in: Journal of Parkinson's Disease, 2021, Page(s) 1-13, ISSN 1877-7171
Publisher: IOS Press
DOI: 10.3233/jpd-202471

Real-World Walking Speed Assessment Using a Mass-Market RTK-GNSS Receiver

Author(s): Reggi Luca, Palmerini Luca, Chiari Lorenzo, Mellone Sabato
Published in: Frontiers in Bioengineering and Biotechnology, 2022, ISSN 2296-4185
Publisher: Frontiers Media S.A.
DOI: 10.3389/fbioe.2022.873202

Machine learning-based distinction of left and right foot contacts in lower back inertial sensor gait data

Author(s): Ullrich, M., Küderle, A., Reggi, L., Cereatti, A., Eskofier, B.M., & Kluge, F. 
Published in: IEEE 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021, ISSN 2694-0604
Publisher: IEEE
DOI: 10.1109/embc46164.2021.9630653

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

Author(s): Cameron Kirk; Arne Küderle; M. Encarna Micó-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 Hanse
Published in: Scientific Reports, Issue Vol 14, Iss 1, Pp 1-23 (2024), 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-024-51766-5

A Multifactorial Model of Multiple Sclerosis Gait and its Changes Across Different Disability Levels

Author(s): Lorenza Angelini, Ellen Buckley, Tecla Bonci, Alexandra Radford, Basil Sharrack, David Paling, Krishnan Padmakumari Sivaraman Nair, Claudia Mazza
Published in: IEEE Transactions on Biomedical Engineering, Issue 24.02.2021, 2021, Page(s) 1-1, ISSN 0018-9294
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbme.2021.3061998

Fragmentation, circadian amplitude, and fractal pattern of daily-living physical activity in people with multiple sclerosis: Is there relevant information beyond the total amount of physical activity?

Author(s): Amit Salomon, Irina Galperin, David Buzaglo, Anat Mirelman, Keren Regev, Arnon Karni, Tanja Schmitz-Hübsch, Friedemann Paul, Hannes Devos, Jacob J Sosnoff, Eran Gazit, Raz Tamir, Nathaniel Shimoni, Jeffrey M Hausdorff
Published in: Multiple Sclerosis and Related Disorders, Issue Volume 68, December 2022, 104108, 2022, ISSN 1879-3282
Publisher: Elsevier
DOI: 10.1016/j.msard.2022.104108

An Algorithm for Accurate Marker-Based Gait Event Detection in Healthy and Pathological Populations During Complex Motor Tasks

Author(s): Tecla Bonci; Francesca Salis; Kirsty Scott; Lisa Alcock; Clemens Becker; Stefano Bertuletti; Ellen Buckley; Marco Caruso; Andrea Cereatti; Silvia Del Din; Eran Gazit; Clint Hansen; Jeffrey M. Hausdorff; Walter Maetzler; Luca Palmerini; Lynn Rochester; Lars Schwickert; Basil Sharrack; Ioannis Vogiatzis; Claudia Mazzà
Published in: Frontiers in Bioengineering and Biotechnology, Sec. Biomechanics, Issue Volume 10, 2022, ISSN 2296-4185
Publisher: Frontiers in Bioengineering and Biotechnology
DOI: 10.3389/fbioe.2022.868928

Mobilise-D: Evaluering av gange og mobilitet på en innovativ måte

Author(s): Kristin Taraldsen, Jorunn L Helbostad, Lars Gunnar Johnson, Ingvild Saltved, Beatrix Vereijken
Published in: Fysioterapeuten, Issue 4.21, 2021, Page(s) 70-72, ISSN 0807-9277
Publisher: Norsk Fysioterapeutforbund
DOI: 10.5281/zenodo.6832443

Next-generation digital tools for mobility in research & health

Author(s): Vereijken, Beatrix; Rochester, Lynn
Published in: Open Access Government, 2021
Publisher: Open Access Government
DOI: 10.5281/zenodo.6531977

Multi-sensor integration and data fusion for enriching gait assessment In and Out of the laboratory

Author(s): Cereatti, A.; Bertuletti, S.; Caruso, M.; Salis, F.
Published in: International Society of Biomechanics (ISB), Issue 1, 2019
Publisher: ISB2019
DOI: 10.5281/zenodo.4469142

Accuracy of a multi-sensor system in stride parameters estimation: comparison of straight and curvilinear portions.

Author(s): F. Salis, S. Bertuletti, K. Scott, M. Caruso, T. Bonci, E. Buckley, U. Della Croce, C. Mazzà and A. Cereatti
Published in: Proceedings XXI Congresso SIAMOC 2021, 2021, Page(s) 95, ISSN 2038-7954
Publisher: AMS Acta
DOI: 10.6092/unibo/amsacta/6846

Continuous mobility monitoring: what is currently missing for a widespread deployment in clinical and research settings?

Author(s): Bonci, Tecla; Keogh, Alisson; Del Din, Silvia; Scott, Kirsty; Mazzà, Claudia
Published in: International Conference on the Virtual Physiological Human (VPH), Issue 5, 2020
Publisher: VPH2020
DOI: 10.5281/zenodo.4463250

Accuracy of the Orientation Estimate Obtained Using Four Sensor Fusion Filters Applied to Recordings of Magneto-Inertial Sensors Moving at Three Rotation Rates

Author(s): M. Caruso, A. M. Sabatini, M. Knaflitz, M. Gazzoni, U. Della Croce, A. Cereatti
Published in: 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2019, Page(s) 2053-2058, ISBN 978-1-5386-1311-5
Publisher: IEEE
DOI: 10.1109/embc.2019.8857655

Towards an automatic parameter setting for MIMU sensor fusion algorithms

Author(s): M. Caruso; R. Rossanigo; A.M. Sabatini; M. Knaflitz; M. Gazzoni; U. Della Croce; A. Cereatti
Published in: Gait & Posture, Issue 5, 2019
Publisher: Elsevier
DOI: 10.5281/zenodo.4461502

Real-world speed estimation using single trunk IMU: methodological challenges for impaired gait patterns *

Author(s): Anisoara Paraschiv-Ionescu, Abolfazl Soltani, Kamiar Aminian
Published in: 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2020, Page(s) 4596-4599, ISBN 978-1-7281-1990-8
Publisher: IEEE
DOI: 10.1109/embc44109.2020.9176281

An Optimal Procedure for Stride Length Estimation Using Foot-Mounted Magneto-Inertial Measurement Units

Author(s): Rossanigo, R., Caruso, M., Salis, F., Bertuletti, S., Della Croce, U., Cereatti,A.
Published in: IEEE International Workshop on Medical Measurement and Applications (MEMEA), Issue June 23 (2021), 2021, ISSN 2169-3536
Publisher: IEEE
DOI: 10.1109/memea52024.2021.9478604

Multi-sensor integration and data fusion for enhancing gait assessment in and out of the laboratory

Author(s): F. Salis; S. Bertuletti; M. Caruso; U. Della Croce; C. Mazzà; A. Cereatti
Published in: Gait & Posture 74 34, Issue 4, 2019
Publisher: ISM2019
DOI: 10.5281/zenodo.4471297

Parallel Assemblies Plot, a visualization tool to explore categorical and quantitative data: application to digital mobility outcomes

Author(s): Cantu, Alma; Micó-Amigo, Maria Encarna; Del Din, Silvia; Fernstad, Sara Johansson
Published in: IEEE Pacific (formerly Asia-Pacific APVIS) Visualization Symposium, Issue 2023, Apr 18; 21-30, 2023, ISSN 2165-8773
Publisher: IEEE Pacific Visualisation Symposium
DOI: 10.5281/zenodo.8095058

Effects of pharmacological and non-pharmacological interventions on physical activity outcomes in chronic respiratory diseases: a systematic review and meta-analysis

Author(s): D Megaritis, E Hume, N Chynkiamis, C Buckley, AM Polhemus, H Watz, T Troosters, I Vogiatzis
Published in: Thorax, Issue 77, 2022, Page(s) A215, ISSN 1468-3296
Publisher: BMJ
DOI: 10.1136/thorax-2022-btsabstracts.305

Gait in real world: validated algorithms for gait periods and speed estimation using a single wearable sensor

Author(s): Soltani, Abolfazl
Published in: 2020
Publisher: Lausanne, EPFL
DOI: 10.5075/epfl-thesis-8099

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