Integrated Human Practices

Introduction

At the early stages of our project, we discussed several concepts that seemed ambitious, at least at first. After doing some research, we decided that the problem we want to address is psychiatric disorders, as we understood the impact our work would have on the people affected. At the same time, recent advances in gut microbiome research and its connection with the brain through the gut-brain axis drew our attention. This is how we ended up combining these two ideas to design a probiotic that aims to treat depression. Our communication with experts was of utmost importance in every step of our project. Not only did they help us understand the problem- depression- better, they also offered us valuable advice on how to get started with our bibliographical research, how to set up our experiments and, lastly, how to use our results in order to propose a final product that would be highly beneficial for its end users. Moreover, through their diverse perspectives, we discovered new aspects of the project that we were able to develop. We think it is safe to say that without the valuable feedback of all the experts listed below, our project would not be the same.

Timeline

Terzoudi Ekaterini

Ioannis Kourkoutas

Ioanna Prapa

Grigorios Nelios

Stergios Vradelis

Adamantini Kyriakou

Group of Psychologists and Social Workers

Georgios Boulougouris

Group of Psychiatrists

Kolovos Petros

Antigone Oreopoulou

Elpida Papanikolaou

Ioannis-Alexandros Gampierakis

Katerina Palaiologou

Konstantinos Anastasiou

Tegopoulos Kostantinos

Konstantina Vaitsi

Haris Zafeiropoulos

Raphael Sandaltzopoulos

Galanis Alexis

Zoe Vogiatzaki

DOUNI HEALTH PRODUCTS A.E.

Questionnaire

In collaboration with the Group of Psychologists and Social Workers of the Society of Social Psychiatry P. Sakellaropoulos, we created a questionnaire addressed to the general public.To obtain diverse opinions and feedback, we distributed this questionnaire to both our friends and families, as well as during conferences and outreach events that we organized. This approach ensured that we received feedback from individuals of various ages and academic backgrounds, each with different experiences and perspectives. You can find more information about these initiatives in the Education and Public Engagement Page. Through this questionnaire, we were able to evolve and add additional features to make the application more user-friendly. This process also ensured that the user is using a trusted and secure environment:

After analyzing feedback from the graph above, it became clear that a significant number of participants are hesitant to seek help from a mental health expert. In response to this, we have decided to introduce an additional feature in our application that encourages users to consider consulting a mental health professional. This new feature allows users to share their chatbot conversations with experts.

Also,one of the survey questions asked participants what they expect from our application, and many expressed concerns about the accuracy of our machine learning model. To address this concern, we have significantly improved our model's training by utilizing a large dataset sourced from various scientific references, encompassing both depressive and non-depressive texts.

Moreover, addressing worries about personal data security, we have taken measures to safeguard user data. Instead of storing their responses in a cloud-based system, we have developed a local database for secure data storage. Additionally, to ensure the utmost data privacy, we have chosen to deploy our neural network locally, avoiding the use of any cloud platforms and thus making any potential data leaks impossible.

Closing the Loop

Throughout our project's lifecycle, we carefully considered its ethical implications and responsibility to society. Our Human Practices efforts influenced the project's purpose, design, and execution, with a focus on responsible and reflective implementation. We integrated personal reflections, extensive research, and stakeholder feedback into our decision-making, aligning our project with the needs of the community. Beyond theoretical considerations, we took concrete actions, providing a pioneering therapeutic solution with minimal side-effects, improving the app as much as possible to be user-friendly, safe and work as an effective tool for both the patient and the mental health professional, demonstrating our commitment to responsible implementation. Our project evolved significantly due to the insights gained from our Human Practices activities. You can read more in the Implementation page.