Abstract
Heart failure is a common chronic disease which is associated with high re-hospitalization and mortality rates. Within the telemedicine-assisted transitional care disease management program HerzMobil, monitoring data such as daily measured vital parameters and various other heart failure related data are collected in a structured way. Additionally, involved healthcare professionals communicate with one another via the system using free-text clinical notes. Since manual annotation of such notes is too time-consuming for routine care applications, an automated analysis process is needed. In the present study, we established a ground truth classification of 636 randomly selected clinical notes from HerzMobil based on annotations of 9 experts with different professional background (2 physicians, 4 nurses, and 3 engineers). We analyzed the influence of the professional background on the inter annotator reliability and compared the results with the accuracy of an automated classification algorithm. We found significant differences depending on the profession and on the category. These results indicate that different professional backgrounds should be considered when selecting annotators in such scenarios.
Originalsprache | Englisch |
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Titel | Caring is Sharing – Exploiting the Value in Data for Health and Innovation |
Untertitel | Proceedings of the MIE 2023 |
Redakteure/-innen | Maria Hägglun, Madeleine Blusi, Stefano Bonacina, Lina Nilsson, Inge Cort Madsen, Sylvia Pelayo, Anne Moen, Arriel Benis, Lars Lindsköld, Parisis Gallos |
Herausgeber (Verlag) | IOS Press BV |
Kapitel | Section 7. Natural Language Processing |
Seiten | 803-807 |
Seitenumfang | 5 |
Band | 302 |
ISBN (elektronisch) | 978-1-64368-389-8 |
ISBN (Print) | 978-1-64368-388-1 |
DOIs | |
Publikationsstatus | Veröffentlicht - 18 Mai 2023 |
Veranstaltung | Medical Informatics Europe 2023 (MIE 2023): Caring is Sharing - Exploiting Value in Data for Health and Innovation - Mässans gata 24, Gothenburg, Schweden Dauer: 22 Mai 2023 → 25 Mai 2023 https://www.mie2023.org/ |
Publikationsreihe
Name | Studies in Health Technology and Informatics |
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Herausgeber (Verlag) | IOS Press |
Band | 302 |
ISSN (Print) | 0926-9630 |
ISSN (elektronisch) | 1879-8365 |
Konferenz
Konferenz | Medical Informatics Europe 2023 (MIE 2023) |
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Kurztitel | MIE 2023 |
Land/Gebiet | Schweden |
Stadt | Gothenburg |
Zeitraum | 22/05/23 → 25/05/23 |
Internetadresse |
Research Field
- Exploration of Digital Health