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
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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