• 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 ...
    • Classical machine learning versus deep learning for the older adults free-living activity classification 

      Awais, Muhammad; Chiari, Lorenzo; Ihlen, Espen Alexander F.; Helbostad, Jorunn L.; Palmerini, Luca (Peer reviewed; Journal article, 2021)
      Physical activity has a strong influence on mental and physical health and is essential in healthy ageing and wellbeing for the ever-growing elderly population. Wearable sensors can provide a reliable and economical measure ...
    • 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 ...
    • The FARSEEING real-world fall repository: a large-scale collaborative database to collect and share sensor signals from real-world falls 

      Klenk, Jochen; Schwickert, Lars; Palmerini, Luca; Mellone, Sabato; Bourke, Alan; Ihlen, Espen Alexander F.; Kerse, Ngaire; Hauer, Klaus; Pijnappels, Mirjam; Synofzik, Matthis; Srulijes, Karin; Maetzler, Walter; Helbostad, Jorunn L.; Zijlstra, Wiebren; Aminian, Kamiar; Todd, Christopher; Chiari, Lorenzo; Becker, Clemens (Peer reviewed; Journal article, 2016)
      Background Real-world fall events objectively measured by body-worn sensors can improve the understanding of fall events in older people. However, these events are rare and hence challenging to capture. Therefore, the ...
    • Laboratory and free-living gait performance in adults with COPD and healthy controls 

      Buekers, Joren; Megaritis, Dimitrios; Koch, Sarah; Alcock, Lisa; Ammour, Nadir; Becker, Clemens; Bertuletti, Stefano; Bonci, Tecla; Brown, Philip; Buckley, Ellen; Buttery, Sara C.; Caulfied, Brian; Cereatti, Andrea; Chynkiamis, Nikolaos; Demeyer, Heleen; Echevarria, Carlos; Frei, Anja; Hansen, Clint; Hausdorff, Jeffrey M.; Hopkinson, Nicholas S.; Hume, Emily; Kuederle, Arne; Maetzler, Walter; Mazzà, Claudia; Micó-Amigo, Encarna M.; Mueller, Arne; Palmerini, Luca; Salis, Francesca; Scott, Kirsty; Troosters, Thierry; Vereijken, Beatrix; Watz, Henrik; Rochester, Lynn; Din, Silvia Del; Vogiatzis, Ioannis; Garcia-Aymerich, Judith (Peer reviewed; Journal article, 2023)
      Background Gait characteristics are important risk factors for falls, hospitalisations and mortality in older adults, but the impact of COPD on gait performance remains unclear. We aimed to identify differences in gait ...
    • 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 ...
    • Performance Evaluation of State of the Art Systems for Psysical Activity Classification of Older Subjects Using Inertial Sensors in a Real Life Scenario: A Benchmark Study 

      Awais, Muhammad; Palmerini, Luca; Bourke, Alan; Ihlen, Espen Alexander F.; Helbostad, Jorunn L.; Chiari, Lorenzo (Peer reviewed; Journal article, 2016)
      The popularity of using wearable inertial sensors for physical activity classification has dramatically increased in the last decade due to their versatility, low form factor, and low power requirements. Consequently, ...
    • 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)