{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:49:57Z","timestamp":1747216197029,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"electronic","value":"9781643685335"}],"license":[{"start":{"date-parts":[[2024,8,22]],"date-time":"2024-08-22T00:00:00Z","timestamp":1724284800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,8,22]]},"abstract":"<jats:p>This paper presents an implementation of an architecture based on open-source solutions using ELK Stack \u2013 Elasticsearch, Logstash, and Kibana \u2013 for real-time data analysis and visualizations in the Medical Data Integration Center, University Hospital Cologne, Germany. The architecture addresses challenges in handling diverse data sources, ensuring standardized access, and facilitating seamless analysis in real-time, ultimately enhancing the precision, speed, and quality of monitoring processes within the medical informatics domain.<\/jats:p>","DOI":"10.3233\/shti240341","type":"book-chapter","created":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T08:30:05Z","timestamp":1724401805000},"source":"Crossref","is-referenced-by-count":0,"title":["Real-Time Visualization and Analysis Architecture for Data Integration Processes at Cologne University Hospital\u2019s Medical Data Integration Center"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5506-4875","authenticated-orcid":false,"given":"Md. Mostafa","family":"Kamal","sequence":"first","affiliation":[{"name":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany"},{"name":"Medical Data Integration Center (MeDIC), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3430-5123","authenticated-orcid":false,"given":"Ekaterina","family":"Kutafina","sequence":"additional","affiliation":[{"name":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7611-3501","authenticated-orcid":false,"given":"Oya","family":"Beyan","sequence":"additional","affiliation":[{"name":"Institute for Biomedical Informatics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany"},{"name":"Medical Data Integration Center (MeDIC), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany"},{"name":"Department of Data Science and Artificial Intelligence, Fraunhofer FIT, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Digital Health and Informatics Innovations for Sustainable Health Care Systems"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI240341","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T08:30:06Z","timestamp":1724401806000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI240341"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,22]]},"ISBN":["9781643685335"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti240341","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"type":"print","value":"0926-9630"},{"type":"electronic","value":"1879-8365"}],"subject":[],"published":{"date-parts":[[2024,8,22]]}}}