Data-Driven Healthcare
Our goal is to increase and improve the information clinicians and patients have access. We explore and develop mechanisms for collecting, processing, and analyzing the data. We also have a huge concern on how the information is presented.
Data-Driven
When building tools for clinicians to use we have to understand that they have a limited amount of time for dealing with the information technology provides because they have to get their focus on the patient. Our approach is to build tools that are easy to understand but have all the information needed. We also consider the patient as a fundamental part of our research. So, we develop specific tools considering their point of view. In both clinicians and patients, the visualization and how the information is shown is one of our concerns.
Detection of Objective Measures
We aim to detect objective measures related directly or indirectly with symptoms. For now, we detect patient’s movement throughout the day, physical activity, sleep, and clinical assessments related measures. We are exploring new ways for activity recognition and specific symptoms detection like FoG (Freeze of Gait).
Datapark
Datapark is a web platform available for clinicians that allow them to have access to detailed reports (that can be printed and delivered to patients) of both clinical assessments and when patients are on their daily life. Patients wear an accelerometer device on their wrist or trunk and then we process and analyze the data producing the reports. All the platform is interactive. Clinicians can build their reports, by choosing the charts and measures that can be part of it. Another branch of Datapark is the ability for clinicians to build questionnaires and send them directly to patients throughout an application or directly by calling them at the scheduled time (for that part we use our IVR – Interactive Voice Response system).
AXLE
There is a demand for cheaper and portable methods that can be more readily deployed, such as in large lifestyle-based intervention studies, allowing cost-effective and easy assessment of parameters, such as gait, in a wide variety of environments. We are working in the validation of the AxLE device,a 3-Axis accelerometer sensor that 1) is inexpensive(less than 20 euros) when compared with existing sensors; 2) is adapted to people with Parkinson’s disease; 3) has 30+ days of battery duration, providing ideal conditions for free-living use; 4) supports wireless data transfer with Bluetooth Low Energy 4.0; 5) has an inconspicuous appearance looking like a regular wrist activity tracker; 6) is easy to place and it is placed in a natural position. You can see the AxLE device and the validation setup in the picture below.
Publications
-
Crafting Virtual Realities: Designing a VR End-User Authoring Platform for Personalised Exposure Therapy
João P. Ferreira, Filipa Ferreira-Brito, João Guerreiro, Tiago Guerreiro
23rd IEEE International Symposium on Mixed and Augmented Reality -
Molecular characterization of the circadian clock in patients with Parkinson’s disease–CLOCK4PD Study protocol
Müge Yalçin, Ana Rita Peralta, Carla Bentes, Cristiana Silva, Tiago Guerreiro, Joaquim J. Ferreira, Angela Relógio
-
Evaluation of walking activity and gait to identify physical and mental fatigue in neurodegenerative and immune disorders: preliminary insights from the IDEA-FAST feasibility study
Chloe Hinchliffe, Rana Zia Ur Rehman, Clemence Pinaud, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, et al
Journal of NeuroEngineering and Rehabilition -
Co-designing Customizable Clinical Dashboards with Multidisciplinary Teams: Bridging the Gap in Chronic Disease Care
Diogo Branco, Margarida Móteiro, Raquel Bouça, Rita Miranda, Tiago Reis, ,Élia Decoroso, Rita Cardoso, Joana Ramalho, Filipa Rato, Joana Malheiro, Diana Miranda, Verónica Caniça, Filipa Pona-Ferreira, Daniela Guerreiro, Mariana Leitão, Alexandra Saúde Braz, Joaquim Ferreira, Tiago Guerreiro
ACM Conference on Human Factors in Computing Systems, May, 2024 -
Identification of Fatigue and Sleepiness in Immune and Neurodegenerative Disorders from Measures of Real-World Gait Variability
Chloe Hinchliffe, Rana Zia Ur Rehman, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, et al
IEEE Engineering in Medicine and Biology Society -
Smart Glasses for Gait Analysis of Parkinson’s Disease Patients
Ivana Kiprijanovska, Filip Panchevski, Simon Stankoski, Martin Gjoreski, James Archer, John Broulidakis, Ifigeneia Mavridou, Bradley Hayes, Tiago Guerreiro, Charles Nduka, and Hristijan Gjoreski
46th MIPRO ICT and Electronics Convention -
Basic concept of sensors for movement disorders specialists
Raquel Bouça-Machado, Linda Azevedo Kaupilla, Tiago Guerreiro, Joaquim J. Ferreira
International Review of Movement Disorders -
Democratizing Data-Driven Healthcare
Diogo Branco, Tiago Guerreiro, Kyle Montague, Luís Carvalho, Lorelle Dismore, Richard Walker, Dan Jackson, Raquel Bouça and Joaquim Ferreira
CHI'23 workshop on Intelligent Data-Driven Health Interfaces -
A protocol for the evaluation of a wearable device for monitoring of symptoms, and cueing for the management of drooling, in people with Parkinson’s disease
Lorelle Dismore,Kyle Montague ,Luis Carvalho,Tiago Guerreiro,Dan Jackson,Yu Guan,Richard Walker
-
VR4Health: Workshop on Virtual Reality for Health and Wellbeing
Filipa Brito, Hristijan Gjoreski, Oscar Mayora, Mitja Luštrek, Emilija Kizhevska, João Guerreiro, Kathrin Gerling, Sergi Bermúdez i Badia, Tiago Guerreiro
Workshop on Virtual Reality for Health and Wellbeing at MUM 2022 -
Using VR and Sensors for Anxiety with Children and Adolescents
João Ferreira, Filipa Brito, João Guerreiro, Tiago Guerreiro
Workshop on Virtual Reality for Health and Wellbeing at MUM 2022 -
Using Virtual Reality to elicit Empathy: a narrative review
Emilija Kizhevska, Filipa Brito, Tiago Guerreiro, Mitja Luštrek
Workshop on Virtual Reality for Health and Wellbeing at MUM 2022 -
Assessing fatigue and sleep in chronic diseases using physiological signals from wearables: A pilot study
Emmi Antikainen, Haneen Njoum, Jennifer Kudelka, Diogo Branco, Rana Zia Ur Rehman, Victoria Macrae, Kristen Davies, Hanna Hildesheim, Kirsten Emmert, Ralf Reilmann, C. Janneke van der Woude, Walter Maetzler, Wan-Fai Ng, Patricio O’Donnell, Geert Van Gassen, Frédéric Baribaud, Ioannis Pandis, Nikolay V. Manyakov, Mark van Gils, Teemu Ahmaniemi and Meenakshi Chatterjee on behalf of the IDEA-FAST project consortium
Frontiers in Physiology -
Machine-learning models for MDS-UPDRS III Prediction: A comparative study of features, models, and data sources
Vitor Lobo, Diogo Branco, Tiago Guerreiro, Raquel Bouça-Machado, Joaquim Ferreira, and the CNS Physiotherapy Study Group
Pervasive Health and Smart Sensing at Information Society 2022 -
Personalised Gait Recognition for People with Neurological Conditions
Leon Ingelse, Diogo Branco, Hristijan Gjoreski, Tiago Guerreiro, Raquel Bouça-Machado, Joaquim J. Ferreira, and The CNS Physiotherapy Study Group
Special Issue Application of Wearable Technology for Neurological Conditions, 2022 -
WildKey: A Privacy-Aware Keyboard Toolkit for Data Collection In-The-Wild
André Rodrigues, André Santos, Kyle Montague, Hugo Nicolau, Tiago Guerreiro
UbiComp/ISWC Workshop on Designing Ubiquitous Health Monitoring Technologies for Challenging Environments -
Wild by Design: Workshop on Designing Ubiquitous Health Monitoring Technologies for Challenging Environments
Diogo Branco, Patrick Carrington, Silvia Del Din, Afsaneh Doryab, Hristijan Gjoreski, Tiago Guerreiro, Roisin McNaney, Kyle Montague, Alisha Pradhan, André Rodrigues, Julio Vega
Workshop on Designing Ubiquitous HealthMonitoring Technologies for Challenging Environments at Ubicomp 2021 -
Participatory Action Research and Open Source Hardware Appropriation for Large Scale In-The-Wild Studies
Luís Carvalho, Dan Jackson, Tiago Guerreiro, Yu Guan, Kyle Montague
UbiComp/ISWC Workshop on Designing Ubiquitous Health Monitoring Technologies for Challenging Environments -
Kinematic and clinical outcomes to evaluate the efficacy of a multidisciplinary intervention on functional mobility in Parkinson's disease
Raquel Bouça-Machado, Diogo Branco, Gustavo Fonseca, Raquel Fernandes, Daisy Abreu, Tiago Guerreiro, Joaquim J Ferreira, Daniela Guerreiro, Verónica Caniça, Francisco Queimado, Pedro Nunes, Alexandra Saúde, Laura Antunes, Joana Alves, Beatriz Santos, Inês Lousada, Maria A Patriarca, Patrícia Costa, Raquel Nunes, Susana Dias
Frontiers in Neurology -
Gait kinematic parameters in Parkinson’s disease: a systematic review
Raquel Bouça-Machado, Constança Jalles, Daniela Guerreiro, Filipa Pona-Ferreira, Diogo Branco, Tiago Guerreiro, Ricardo Matias, Joaquim J. Ferreira
Journal of Parkinson's Disease -
Designing Free-Living Reports for Parkinson’s Disease
Diogo Branco, Raquel Bouça, Joaquim Ferreira, Tiago Guerreiro
Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems, Glasgow, UK -
DataPark : A Data-Driven Platform for Parkinson’s Disease Monitoring
Diogo Branco, César Mendes, Ricardo Pereira, André Rodrigues, Raquel Bouça, Kyle Montague, Joaquim Ferreira, Tiago Guerreiro
Workgrounp on Interactive Systems in Healthcare, co-located with CHI'19, Glasgow, UK, May, 2019