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Wellbeing and Health Virtual Coach

Deliverables

Plan for Exploitation and Dissemination of Results (PEDR)

This deliverable includes a record of activities related to dissemination, exploitation and communication that have been undertaken and those still planned.

User State Assessment Model

This deliverable will describe and motivate an evidence-based, holistic user state model employed within WP4 and WP5 guiding the user state; results will be used for the ex-ante evaluation of end-users.

Validation and Success Final Report

This deliverable will include validation of the final prototype and impact of the project under the Ex-ante/Ex-post evaluation based on the KPIs and measures of success.

End Users’ requirements report

This deliverable will highlight the main findings with regards to WellCo User Requirements and will serve as the basis for further development of the prototypes.

Engagement Plan and Risk Mitigation protocol

It will contain a protocol to guide the involvement of end-users in the trials. It will include a Risk Analysis and Mitigation Protocol for the recruitment and the elaboration of information for the participants like a recruiting leaflet.

Ethics/gender and Data Protection Compliance Protocol

It will contain a protocol to guide the trials implementation in compliance with fundamental ethical principles. Also a protocol to guide gender considerations as well as data protection issues, including a Common Informed Consent Form according legislation in the different countries involved in the test trials.

Pilots Validation Report for trial 2

Includes user´s feedback after testing mockup and prototypes containing key information to guide WP3, WP4 and WP5 development. This deliverable provides the validation of the second trial.

Pilots Validation Report

Includes user´s feedback after testing mockup and prototypes containing key information to guide WP3, WP4 and WP5 development.

Plan for Exploitation and Dissemination of Results (PEDR) II

This deliverable includes a record of activities related to dissemination, exploitation and communication that have been undertaken and those still planned.It also includes the draft Exploitation agreement

Standardization and Open-innovation Report

This deliverable describes existing standards relevant to the WellCo project, as well as define to which standards the project will contribute and documents this contribution. Additionally, this deliverable provides innovation on how the open innovation is achieved within the project

WellCo interfaces and User Manual

This deliverable will take care of the development of the user interfaces of the WellCo platform.

WellCo Final Interfaces and User Manual

This deliverable will take care of the development of the user interfaces of the WellCo platform.

Open Data Management Plan

WellCo takes part in the Pilot on Open Research Data. This report provides the data management plan, provided at the beginning of the project and updated at each review period. Scientific publications will be shared in the Open Access Infrastructure for Research (OpenAire). It will include three different releases in months M6, M24 and M36

WellCo Webpage

The project website will include a repository for public project scientific information and downloads as well as web links to related relevant resources.

Publications

Optimising an FFQ Using a Machine Learning Pipeline to Teach an Efficient Nutrient Intake Predictive Model

Author(s): Nina Reščič, Tome Eftimov, Barbara Koroušić Seljak, Mitja Luštrek
Published in: Nutrients, 12/12, 2020, Page(s) 3789, ISSN 2072-6643
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/nu12123789

“I Must Try Harder”: Design Implications for Mobile Apps and Wearables Contributing to Self-Efficacy of Patients With Chronic Conditions

Author(s): Sharon Wulfovich, Maddalena Fiordelli, Homero Rivas, Waldo Concepcion, Katarzyna Wac
Published in: Frontiers in Psychology, 10, 2019, ISSN 1664-1078
Publisher: Frontiers Research Foundation
DOI: 10.3389/fpsyg.2019.02388

Towards accurate models for predicting smartphone applications’ QoE with data from a living lab study

Author(s): Alexandre De Masi, Katarzyna Wac
Published in: Quality and User Experience, 5/1, 2020, ISSN 2366-0139
Publisher: Springer
DOI: 10.1007/s41233-020-00039-w

Smartwatch-Based Eating Detection: Data Selection for Machine Learning from Imbalanced Data with Imperfect Labels

Author(s): Simon Stankoski, Marko Jordan, Hristijan Gjoreski, Mitja Luštrek
Published in: Sensors, 21/5, 2021, Page(s) 1902, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21051902

Natural Language Processing of clinical notes: A systematic review for Chronic Diseases (Preprint)

Author(s): Seyedmostafa Sheikhalishahi, Riccardo Miotto, Joel T. Dudley, Alberto Lavelli, Fabio Rinaldi, Venet Osmani
Published in: JMIR Medical Informatics, 2019, ISSN 2291-9694
Publisher: JMIR Publications
DOI: 10.2196/12239

Smartphones as Sleep Duration Sensors: Validation of the iSenseSleep Algorithm

Author(s): Matteo Ciman, Katarzyna Wac
Published in: JMIR mHealth and uHealth, 7/5, 2019, Page(s) e11930, ISSN 2291-5222
Publisher: JMIR Publications
DOI: 10.2196/11930

SBM 39th Annual Meeting Abstract Supplement

Author(s): Laghouila, S., Manea, V., Estrada, V., Wac, K.
Published in: Annals of Behavioral Medicine, 52/suppl_1, 2018, Page(s) S1-S838, ISSN 0883-6612
Publisher: Lawrence Erlbaum Associates Inc.
DOI: 10.1093/abm/kay013

Mobile Nutrtion Monitoring for Well-being, 2019

Author(s): Nina Reščič, Eva Valenčič, Enej Mlinarič, Barbara Koroušić Slejak, Mitja Luštrek
Published in: ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2019 ACM International Symposium, 2019
Publisher: ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2019 ACM International Symposium

Towards Personalizing Participation in Health Studies

Author(s): Vlad Manea, Mads Schnoor Hansen, Semahat Ece Elbeyi, Katarzyna Wac
Published in: Proceedings of the 4th International Workshop on Multimedia for Personal Health & Health Care - HealthMedia '19, 2019, Page(s) 32-39, ISBN 9781450369145
Publisher: ACM Press
DOI: 10.1145/3347444.3356241

Using Mozilla's DeepSpeech to Improve Speech Emotion Recognition

Author(s): Andrejaana Andova, Stefano Bromuri, Mitja Luštrek
Published in: Slovenian Conference on Artificial Intelligence : proceedings of the 23st International Multiconference Information Society, 2020
Publisher: Information Society

Personalized Eating Detection Using a Smartwatch

Author(s): Simon Stankoski, Mitja Lustrek
Published in: Proceedings of 12th Jožef Stefan International Postgraduate School Students Conference, 2020
Publisher: Jozef Stefan Institute and Jozef Stefan Internatioal Postgradue School, Slovenia

Comparison of Feature Selection Algorithms for Minimization of Target Specific FFQs

Author(s): Nina Reščič, Tome Eftimov, Barbara Koroušić Seljak
Published in: Proc. Big Food and Nutrition Data Management and Analysis at IEEE, 2020
Publisher: IEEE

Real-time Eating Detection Using a Smartwatch, EWSN Workshop: On-Body Sensor Networks

Author(s): Simon Stankoski, Nina Rescic, Grega Mezic, Mitja Luštrek
Published in: EWSN Workshop: On-Body Sensor Networks (OBSN 2020), 2020
Publisher: ACM (EWSN PROCEEDINGS)

Mobile Nutrition Monitoring System: Qualitative and Quantitative Monitoring

Author(s): Nina Reščič, Marko Jordan, Jasmin de Boer, Ilse Bierhoff, Mitja Luštrek
Published in: Slovenian Conference on Artificial Intelligence: proceedings of the 23st International Multiconference Information Society, 2020
Publisher: Information Society

Energy-Efficient Eating Detection Using a Wristband

Author(s): Simon Stankoski, Mitja Luštrek
Published in: Slovenian Conference on Artificial Intelligence : proceedings of the 23st International Multiconference Information Society, 2020
Publisher: Information Society

Five attempts at cross-dataset speech emotion recognition

Author(s): Andrejaana Andova, Mitja Luštrek
Published in: Slovenian Conference on Artificial Intelligence: proceedings of the 22st International Multiconference Information Society, 2019
Publisher: Information Society

Counting bites with a smart watch

Author(s): Mitja Luštrek, Benjamin Fele, Nina Reščič, Vito Janko
Published in: Information Society Multiconference, Slovenian Conference on Artificial Intelligence, 2019
Publisher: Information Society Multiconference, Slovenian Conference on Artificial Intelligence

Physical activity, nutrition and mood monitoring for health coaching.

Author(s): Nina Reščič, Maj Smerkol, Mitja Luštrek
Published in: Proceedings of 10th Jožef Stefan International Postgraduate School Students' Conference, 2018, Page(s) 39-40
Publisher: Jozef Stefan Institute and Jozef Stefan International Postgraduate School, Slovenia

Emotion Recognition Using Audio Speech Signal

Author(s): Maj Smerkol, Mitja Luštrek
Published in: Proceedings of Slovenian Conference on Artificial Intelligence, 2018, Page(s) 33-36
Publisher: Information Society

Automatic processing of Electronic Medical Records using Deep Learning

Author(s): Venet Osmani, Li Li, Matteo Danieletto, Benjamin Glicksberg, Joel Dudley, Oscar Mayora
Published in: Proceedings of the 12th EAI International Conference on Pervasive Computing Technologies for Healthcare - PervasiveHealth '18, 2018, Page(s) 251-257, ISBN 9781-450364508
Publisher: ACM Press
DOI: 10.1145/3240925.3240961

mQoL - Mobile Quality of Life Lab: From Behavior Change to QoL

Author(s): Vlad Manea, Katarzyna Wac
Published in: Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers - UbiComp '18, 2018, Page(s) 642-647, ISBN 9781-450359665
Publisher: ACM Press
DOI: 10.1145/3267305.3267549

Peer-vasive Computing - Leveraging Peers to Enhance the Accuracy of Self-Reports in Mobile Human Studies

Author(s): Allan Berrocal, Katarzyna Wac
Published in: Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers - UbiComp '18, 2018, Page(s) 600-605, ISBN 9781-450359665
Publisher: ACM Press
DOI: 10.1145/3267305.3267542

Peer-ceived Well-Being - Exploring the Value of Peers for Human Stress Assessment in-Situ

Author(s): Allan Berrocal, Katarzyna Wac
Published in: Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers - UbiComp '18, 2018, Page(s) 492-497, ISBN 9781-450359665
Publisher: ACM Press
DOI: 10.1145/3267305.3267319