SUPR
ML for Building Healthy Minds
Dnr:

NAISS 2024/22-1087

Type:

NAISS Small Compute

Principal Investigator:

Sameen Mansha

Affiliation:

Kungliga Tekniska högskolan

Start Date:

2024-09-01

End Date:

2025-09-01

Primary Classification:

10201: Computer Sciences

Allocation

Abstract

Braive is an online platform that helps people facing mental health challenges, to learn strategies for building skills required to cope with stress, anxiety, etc. People with mild-symptoms can complete psycho-education based programs, to avoid longer queues in hospital; or indicative diagnosis to later discuss with general practitioner. In this paper, we apply different ML approaches for Success Prediction to estimate the outcome of treatment, given initial mental health assessment, enrolled programs, and condition monitoring test scores. An extensive experimentation of the ML approaches, using feature ablation settings, show improved prediction performance, when the time span of treatment is increased.