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

      Micó-Amigo, M. Encarna; Bonci, Tecla; Paraschiv-Ionescu, Anisoara; Ullrich, Martin; Kirk, Cameron; Soltani, Abolfazl; Küderle, Arne; Gazit, Eran; Salis, Francesca; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Brown, Philip; Buckley, Ellen; Cantu, Alma; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Cereatti, Andrea; Chiari, Lorenzo; D’Ascanio, Ilaria; Eskofier, Bjoern; Fernstad, Sara; Froehlich, Marcel; Garcia-Aymerich, Judith; Hansen, Clint; Hausdorff, Jeffrey M.; Hiden, Hugo; Hume, Emily; Keogh, Alison; Kluge, Felix; Koch, Sarah; Maetzler, Walter; Megaritis, Dimitrios; Mueller, Arne; Niessen, Martijn; Palmerini, Luca; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Sillén, Henrik; Singleton, David; Vereijken, Beatrix; Vogiatzis, Ioannis; Yarnall, Alison J.; Rochester, Lynn; Mazzà, Claudia; Del Din, Silvia (Peer reviewed; Journal article, 2023)
      Background Although digital mobility outcomes (DMOs) can be readily calculated from real-world data collected with wearable devices and ad-hoc algorithms, technical validation is still required. The aim of this paper ...
    • Connecting real-world digital mobility assessment to clinical outcomes for regulatory and clinical endorsement–the Mobilise-D study protocol 

      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; Kirsten, Anne-Marie; Vogiatzis, Ioannis; Chynkiamis, Nikolaos; Hume, Emily; Megaritis, Dimitrios; Nieuwboer, Alice; Ginis, Pieter; Buckley, Ellen; Brittain, Gavin; Comi, Giancarlo; Leocani, Letizia; Helbostad, Jorunn L.; Johnsen, Lars Gunnar; Taraldsen, Kristin; Blain, Hubert; Driss, Valérie; Frei, Anja; Puhan, Milo A.; Polhemus, Ashley; de Basea, Magda Bosch; Gimeno, Elena; Hopkinson, Nicholas S.; Buttery, Sara C.; Hausdorff, Jeffrey M.; Mirelman, Anat; Evers, Jordi; Neatrour, Isabel; Singleton, David; Schwickert, Lars; Becker, Clemens; Jansen, Carl-Philipp (Peer reviewed; Journal article, 2022)
      Background The development of optimal strategies to treat impaired mobility related to ageing and chronic disease requires better ways to detect and measure it. Digital health technology, including body worn sensors, ...
    • Design and validation of a multi-task, multi-context protocol for real-world gait simulation 

      Scott, Kirsty; Bonci, Tecla; Salis, Francesca; 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, Philip; Del Din, Silvia; Eskofier, Björn; Paraschiv-Ionescu, Anisoara; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Micó-Amigo, Encarna M.; Mueller, Arne; Neatrour, Isabel; Niessen, Martijn; Palmerini, Luca; Sillen, Henrik; Singleton, David; Ullrich, Martin; Vereijken, Beatrix; Froehlich, Marcel; Brittain, Gavin; Caulfield, Brian; Koch, Sarah; Carsin, Anne-Elie; Garcia-Aymerich, Judith; Kuederle, Arne; Yarnall, Alison; Rochester, Lynn; Cereatti, Andrea; Mazzà, Claudia (Peer reviewed; Journal article, 2022)
      Background Measuring mobility in daily life entails dealing with confounding factors arising from multiple sources, including pathological characteristics, patient specific walking strategies, environment/context, and ...
    • Ecological validity of a deep learning algorithm to detect gait events from real-life walking bouts in mobility-limiting diseases 

      Romijnders, Robbin; Salis, Francesca; Hansen, Clint; Küderle, Arne; Paraschiv-Ionescu, Anisoara; Cereatti, Andrea; Alcock, Lisa; Aminian, Kamiar; Becker, Clemens; Bertuletti, Stefano; Bonci, Tecla; Brown, Philip; Buckley, Ellen; Cantu, Alma; Carsin, Anne-Elie; Caruso, Marco; Caulfield, Brian; Chiari, Lorenzo; D'Ascanio, Ilaria; Del Din, Silvia; Eskofier, Björn; Fernstad, Sara Johansson; Fröhlich, Marceli Stanislaw; Garcia Aymerich, Judith; Gazit, Eran; Hausdorff, Jeffrey M.; Hiden, Hugo; Hume, Emily; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Mazzà, Claudia; Megaritis, Dimitrios; Micó-Amigo, Encarna; Müller, Arne; Palmerini, Luca; Rochester, Lynn; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Singleton, David; Soltani, Abolfazl; Ullrich, Martin; Vereijken, Beatrix; Vogiatzis, Ioannis; Yarnall, Alison; Schmidt, Gerhard; Maetzler, Walter (Peer reviewed; Journal article, 2023)
      Introduction: The clinical assessment of mobility, and walking specifically, is still mainly based on functional tests that lack ecological validity. Thanks to inertial measurement units (IMUs), gait analysis is shifting ...
    • 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 

      Keogh, Alison; Taraldsen, Kristin; Caulfield, Brian; Vereijken, Beatrix (Peer reviewed; Journal article, 2021)
      Background The use of wearable sensor technology to collect patient health data, such as gait and physical activity, offers the potential to transform healthcare research. To maximise the use of wearable devices in practice, ...
    • A multi-sensor wearable system for the assessment of diseased gait in real-world conditions 

      Salis, Francesca; Bertuletti, Stefano; Bonci, Tecla; Caruso, Marco; Scott, Kirsty; Alcock, Lisa; Buckley, Ellen; Gazit, Eran; Hansen, Clint; Schwickert, Lars; Aminian, Kamiar; Becker, Clemens; Brown, Philip; Carsin, Anne-Elie; Caulfield, Brian; Chiari, Lorenzo; D’Ascanio, Ilaria; Del Din, Silvia; Eskofier, Bjoern M.; Garcia-Aymerich, Judith; Hausdorff, Jeffrey M.; Hume, Emily C.; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Kuederle, Arne; Maetzler, Walter; Micó-Amigo, Encarna M.; Mueller, Arne; Neatrour, Isabel; Paraschiv-Ionescu, Anisoara; Palmerini, Luca; Yarnall, Alison J.; Rochester, Lynn; Sharrack, Basil; Singleton, David; Vereijken, Beatrix; Vogiatzis, Ioannis; Della Croce, Ugo; Mazzà, Claudia; Cereatti, Andrea (Peer reviewed; Journal article, 2023)
      Introduction: Accurately assessing people’s gait, especially in real-world conditions and in case of impaired mobility, is still a challenge due to intrinsic and extrinsic factors resulting in gait complexity. To improve ...
    • On the use of wearable sensors as mobility biomarkers in the marketing authorization of new drugs: A regulatory perspective 

      Viceconti, Marco; Tome, M.; Dartee, Wim P; Knezevic, I.; Hernandez Penna, S.; 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; Vereijken, Beatrix (Peer reviewed; Journal article, 2022)
      The loss of mobility is a common trait in multiple health conditions (e.g., Parkinson's disease) and is associated with reduced quality of life. In this context, being able to monitor mobility in the real world, is important. ...
    • A Roadmap to Inform Development, Validation and Approval of Digital Mobility Outcomes: The Mobilise-D Approach 

      Rochester, Lynn; Mazza, Claudia; Mueller, Arne; Caulfield, Brian; McCarthy, Marie; Becker, Clemens; Miller, Ram; Piraino, Paolo; Viceconti, Marco; Dartee, Wim P; Garcia-Aymerich, Judith; Aydemir, Aida A; Vereijken, Beatrix; Arnera, Valdo; Ammour, Nadir; Jackson, Michael; Hache, Tilo; Roubenoff, Ronenn (Journal article, 2020)
      Helsevesenet har måttet tilpasse seg raskt til COVID-19, og dette har igjen understreket et presserende behov for verktøy for å lette fjernbesøk og overvåking. Digital helseteknologi, inkludert kroppsbrukte enheter, tilbyr ...
    • Technical validation of real-world monitoring of gait: A multicentric observational study 

      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, Bjoern M.; Evers, Jordi; Garcia-Aymerich, Judith; Gazit, Eran; Hansen, Clint; Hausdorff, Jeffrey M.; Helbostad, Jorunn L.; Hiden, Hugo; Hume, Emily; Paraschiv-Ionescu, Anisoara; Ireson, Neil; Keogh, Alison; Kirk, Cameron; Kluge, Felix; Koch, Sarah; Küderle, Arne; Lanfranchi, Vitaveska; Maetzler, Walter; Micó-Amigo, M Encarna; Mueller, Arne; Neatrour, Isabel; Niessen, Martijn; Palmerini, Luca; Pluimgraaff, Lucas; Reggi, Luca; Salis, Francesca; Schwickert, Lars; Scott, Kirsty; Sharrack, Basil; Sillen, Henrik; Singleton, David; Soltani, Abolfazi; Taraldsen, Kristin; Ullrich, Martin; Van Gelder, Linda; Vereijken, Beatrix; Vogiatzis, Ioannis; Warmerdam, Elke; Yarnall, Alison; Rochester, Lynn (Journal article; Peer reviewed, 2021)