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CoSy - AI enhanced assistance system for face to face communication trainings in higher healthcare education: AI enhanced assistance system for face to face communication trainings in higher healthcare education

Published: 10 August 2023 Publication History

Abstract

This paper presents the current state of the Communication Support System (CoSy) which is a web-based system meant for assisting communication training in the healthcare domain. To improve feedback quality and thus learning outcomes of future healthcare professionals, CoSy generates feedback regarding a case-based student-actor conversation. The feedback contains verbal and para verbal aspects, i. e. speech rate, used word, and conversation share. Therefore, the system implements three components: (1) Audio recording of the conversation, (2) AI-based analysis of that conversation, and (3) visualization of corresponding feedback. In line with the large-scale project LABORATORIUM, a human-centered design approach is used to design the system, while a machine learning algorithm is built and trained with domain experts to guarantee reliable speech analysis. The result is a flexible and assistive system that can be used to complement communication training in which various healthcare situations can be practiced and discussed in class. Future work will also face a real-time analysis as well as more complex analysis aspects of communication like emotions or paraphrasing.

References

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Reinhard Eder, Ann Catrin Arndt, Daniel Wiswede and Anke Wilhoeft. 2013. Entwicklung der aerztlichen Gespraechsfuehrung im Medizinstudium. Zeitschrift für Wissenschaft, Forschung und Lehre an der Universität zu Luebeck. Year 30, 1 (April 2013), 38 – 41
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Morten Kolbaek, Dong Yu, Zheng-Hua Tan, and Jesper Jensen. 2017. Multitalker Speech Separation With Utterance-Level Permutation Invariant Training of Deep Recurrent Neural Networks. IEEE/ACM Trans. Audio, Speech and Lang. Proc. 25, 10 (October 2017), 1901–1913. https://doi.org/10.1109/TASLP.2017.2726762
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Matthias Mauch and Simon Dixon. 2014. PYIN: A fundamental frequency estimator using probabilistic threshold distributions. In 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 659–663. A. de
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ISO. 2020. Ergonomics of human-system interaction - Part 220: Processes for enabling, executing and assessing human-centered design within organizations (ISO 9241-220:2019); German version EN ISO 9241-220:2019. Retrieved from https://www.din.de/de/mitwirken/normenausschuesse/naerg/veroeffentlichungen/wdc-beuth:din21:289443385

Cited By

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  • (2024)AI-Driven Decision Support System Innovations to Empower Higher Education AdministrationJournal of Computers, Mechanical and Management10.57159/gadl.jcmm.3.2.240703:2(35-41)Online publication date: 1-Jul-2024
  • (2024)More than Words: Visualizing AI-Based Analysis of Human-to-Human Communication Training in Healthcare EducationHCI International 2024 Posters10.1007/978-3-031-61966-3_38(352-362)Online publication date: 1-Jun-2024

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  1. CoSy - AI enhanced assistance system for face to face communication trainings in higher healthcare education: AI enhanced assistance system for face to face communication trainings in higher healthcare education
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      cover image ACM Other conferences
      PETRA '23: Proceedings of the 16th International Conference on PErvasive Technologies Related to Assistive Environments
      July 2023
      797 pages
      ISBN:9798400700699
      DOI:10.1145/3594806
      This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike International 4.0 License.

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 10 August 2023

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      Author Tags

      1. Artificial Intelligence
      2. Assistance System
      3. Communication Training
      4. Speech Analysis

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      View all
      • (2024)AI-Driven Decision Support System Innovations to Empower Higher Education AdministrationJournal of Computers, Mechanical and Management10.57159/gadl.jcmm.3.2.240703:2(35-41)Online publication date: 1-Jul-2024
      • (2024)More than Words: Visualizing AI-Based Analysis of Human-to-Human Communication Training in Healthcare EducationHCI International 2024 Posters10.1007/978-3-031-61966-3_38(352-362)Online publication date: 1-Jun-2024

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