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New Pub: Keep Me in the Loop: Real-Time Feedback with Multimodal Data

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  • New Pub: Keep Me in the Loop: Real-Time Feedback with Multimodal Data

Title: Keep Me in the Loop: Real-Time Feedback with Multimodal Data
Authors: Daniele Di Mitri, Jan Schneider & Hendrik Drachsler

Journal: International Journal of Artificial Intelligence in Education (2021)

Abstract: This paper describes the CPR Tutor, a real-time multimodal feedback system for cardiopulmonary resuscitation (CPR) training. The CPR Tutor detects training mistakes using recurrent neural networks. The CPR Tutor automatically recognises and assesses the quality of the chest compressions according to five CPR performance indicators. It detects training mistakes in real-time by analysing a multimodal data stream consisting of kinematic and electromyographic data. Based on this assessment, the CPR Tutor provides audio feedback to correct the most critical mistakes and improve the CPR performance. The mistake detection models of the CPR Tutor were trained using a dataset from 10 experts. Hence, we tested the validity of the CPR Tutor and the impact of its feedback functionality in a user study involving additional 10 participants. The CPR Tutor pushes forward the current state of the art of real-time multimodal tutors by providing: (1) an architecture design, (2) a methodological approach for delivering real-time feedback using multimodal data and (3) a field study on real-time feedback for CPR training. This paper details the results of a field study by quantitatively measuring the impact of the CPR Tutor feedback on the performance indicators and qualitatively analysing the participants’ questionnaire answers.

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Was a pleasure to give this workshop. #JTELSS22 https://twitter.com/dimstudi0/status/1529062292373090305

Daniele Di Mitri, PhD@dimstudi0

First @EdutecS workshop at the @jtelss is the one by @sgombert01 on assessing constructed resposnse with explainable natural languange processing #jtelss22

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25 May

Keynote of the day at #jtelss22 is @marcuspecht from @LDECEL talking about how to conduct research in technology-enhanced learning by thinking "out of the box"

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Research Project Management & Funding for PhDs and PostDocs at #JTELSS22 by @dana_kube

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AvatarEdutec.science@EdutecS·
1 May

Beautiful example what wonderful things AI and human can create together @contralexGuert congrats!

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more rainforestOrchids #discodiffusion #AIart #aiartcommunity 3

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more rainforestOrchids #discodiffusion #AIart #aiartcommunity

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