HI Data Forum @ LeaF – New Research Initiatives: Interpreting human signals through multimodal data and AI for learning and healthcare

Join us for HI Data Forum @ LeaF to learn how multimodal analytics, AI, and hybrid intelligence are transforming research on learning, motivation, emotion, and healthcare. Through research insights from selected projects, the event showcases the innovative and multidisciplinary spirit of the Hybrid Intelligence research programme, which advances human-AI collaboration by fostering mutual understanding and combining the complementary strengths of humans and intelligent technologies.
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Event information

Time

Thu 10.12.2026 12:00 - 15:00

Venue location

LeaF (KTK103), Linnanmaa Campus and Zoom

Location

Linnanmaa

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Welcome to HI Data Forum @ LeaF – New Research Initiatives: Interpreting human signals through multimodal data and AI for learning and healthcare on 10th of Decemeber, 2026, from 12:00 to 15:00 at LeaF, University of Oulu, and online in Zoom.

What to expect?

Combining methodological advances with practical applications, the event highlights how diverse data sources—including speech, text, physiological signals, behavioural observations, and interaction data—can be integrated to support more intelligent and responsive systems.

Participants will gain insights into emerging approaches for studying complex human processes across learning and healthcare contexts, as well as the opportunities and challenges of developing human-centred AI solutions.

Featured projects investigate the real-time detection of self-regulated learning events in healthcare simulations, the use of large language models to identify motivational learning behaviours, physiological sensing, emotionally intelligent digital solutions for pediatric perioperative care, and multimodal approaches to understanding cognitive-affective processes in learning.

Participation and registration

The hybrid event is free and open to all!
The zoom link will be send to registered participants closer to the event.

Secure your spot and register here.
Onsite participation closes December 7, and online registration by December 9 at 12:00 (noon).

Programme

12:00 Welcome and News from Hybrid Intelligence: Human-AI Co-evolution and Learning in Multi-realities (HI) research programme – Dr. Satu Kaleva, Coordinator of HI programme, and Niina Palmu, Solution Designer, LeaF research infrastructure

12:15 Connecting the Pieces: Towards Multimodal Real-Time Detection of Trigger Regulation Events in Healthcare Simulations - Dr. Marta Sobocinski and Research Assistant Athina Kardiakou, Learning and Education Technology Research Lab (LET)

12:45 Emotionally Intelligent Digital Solutions for Pediatric Perioperative Care - Dr. Heli Kerimaa, Research Unit of Health Sciences and Technology

13:00 Toward Hybrid Intelligence for Deep Cognitive–Affective Understanding in Learning - Dr. Yante Li, Center for Machine Vision and Signal Analysis

13:30 Break

13:45 From Pixels to Human Signals: Physiotrack for Hybrid Intelligence - Dr. Constantino Álvarez Casado, Center for Machine Vision and Signal Analysis

14:00 Leveraging LLMs for motivation research: Identifying motivational learning behaviors from speech and text - Dr. Kateryna Zabolotna, Learning and Education Technology Research Lab (LET)

14:30 Closing

Warmly welcome!

About HI Data Forum @LeaF

The event is part of the Hybrid Intelligence: Human-AI Co-evolution and Learning in Multi-realities (HI) research programme, which examines the role of data in advancing research and innovation in human-centred AI.

Created 2.11.2026 | Updated 3.11.2026