{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T06:37:49Z","timestamp":1767767869529,"version":"3.48.0"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031935978"},{"type":"electronic","value":"9783031935985"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-93598-5_4","type":"book-chapter","created":{"date-parts":[[2025,7,15]],"date-time":"2025-07-15T10:46:27Z","timestamp":1752576387000},"page":"44-52","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Visual Analytics for Qualification Support of an Interpretable Machine Learning Application for Predictive Maintenance of Gas Turbine Blades"],"prefix":"10.1007","author":[{"given":"Gerald","family":"Kremer","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pia","family":"Maas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sophie","family":"Schwartz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Morgan","family":"Geldenhuys","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rainer","family":"Stark","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,16]]},"reference":[{"issue":"8","key":"4_CR1","doi-asserted-by":"publisher","first-page":"3277","DOI":"10.1007\/s10845-022-02020-0","volume":"34","author":"P Jieyang","year":"2023","unstructured":"Jieyang, P., et al.: A systematic review of data-driven approaches to fault diagnosis and early warning. J. Intell. Manuf. 34(8), 3277\u20133304 (2023). https:\/\/doi.org\/10.1007\/s10845-022-02020-0","journal-title":"J. Intell. Manuf."},{"key":"4_CR2","doi-asserted-by":"publisher","first-page":"57574","DOI":"10.1109\/ACCESS.2024.3391130","volume":"12","author":"L Cummins","year":"2024","unstructured":"Cummins, L., et al.: Explainable predictive maintenance: a survey of current methods, challenges and opportunities. IEEE Access 12, 57574\u201357602 (2024). https:\/\/doi.org\/10.1109\/ACCESS.2024.3391130","journal-title":"IEEE Access"},{"issue":"1150","key":"4_CR3","doi-asserted-by":"publisher","first-page":"20220878","DOI":"10.1259\/bjr.20220878","volume":"96","author":"B Sahiner","year":"2023","unstructured":"Sahiner, B., Chen, W., Samala, R.K., Petrick, N.: Data drift in medical machine learning: implications and potential remedies. Br. J. Radiol. 96(1150), 20220878 (2023). https:\/\/doi.org\/10.1259\/bjr.20220878","journal-title":"Br. J. Radiol."},{"key":"4_CR4","doi-asserted-by":"crossref","unstructured":"Speith, T.: A review of taxonomies of explainable artificial intelligence (XAI) methods. In: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul Republic of Korea, pp. 2239\u20132250. ACM (2022)","DOI":"10.1145\/3531146.3534639"},{"issue":"5","key":"4_CR5","doi-asserted-by":"publisher","first-page":"206","DOI":"10.1038\/s42256-019-0048-x","volume":"1","author":"C Rudin","year":"2019","unstructured":"Rudin, C.: Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead. Nat. Mach. Intell. 1(5), 206\u2013215 (2019). https:\/\/doi.org\/10.1038\/s42256-019-0048-x","journal-title":"Nat. Mach. Intell."},{"issue":"24","key":"4_CR6","doi-asserted-by":"publisher","first-page":"2715","DOI":"10.1016\/j.fss.2007.07.004","volume":"158","author":"R Kothamasu","year":"2007","unstructured":"Kothamasu, R., Huang, S.H.: Adaptive Mamdani fuzzy model for condition-based maintenance. Fuzzy Sets Syst. 158(24), 2715\u20132733 (2007). https:\/\/doi.org\/10.1016\/j.fss.2007.07.004","journal-title":"Fuzzy Sets Syst."},{"key":"4_CR7","doi-asserted-by":"publisher","first-page":"100042","DOI":"10.1016\/j.mlwa.2021.100042","volume":"5","author":"M Amram","year":"2021","unstructured":"Amram, M., Dunn, J., Toledano, J.J., Zhuo, Y.D.: Interpretable predictive maintenance for hard drives. Mach. Learn. Appl. 5, 100042 (2021). https:\/\/doi.org\/10.1016\/j.mlwa.2021.100042","journal-title":"Mach. Learn. Appl."},{"key":"4_CR8","doi-asserted-by":"publisher","first-page":"106031","DOI":"10.1016\/j.engappai.2023.106031","volume":"122","author":"C Panda","year":"2023","unstructured":"Panda, C., Singh, T.R.: ML-based vehicle downtime reduction: a case of air compressor failure detection. Eng. Appl. Artif. Intell. 122, 106031 (2023). https:\/\/doi.org\/10.1016\/j.engappai.2023.106031","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"3","key":"4_CR9","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1177\/0018720814547570","volume":"57","author":"KA Hoff","year":"2015","unstructured":"Hoff, K.A., Bashir, M.: Trust in automation: integrating empirical evidence on factors that influence trust. Hum. Factors J. Hum. Factors Ergon. Soc. 57(3), 407\u2013434 (2015). https:\/\/doi.org\/10.1177\/0018720814547570","journal-title":"Hum. Factors J. Hum. Factors Ergon. Soc."},{"issue":"1","key":"4_CR10","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1518\/hfes.46.1.50_30392","volume":"46","author":"JD Lee","year":"2004","unstructured":"Lee, J.D., See, K.A.: Trust in automation: designing for appropriate reliance. Hum. Factors J. Hum. Factors Ergon. Soc. 46(1), 50\u201380 (2004). https:\/\/doi.org\/10.1518\/hfes.46.1.50_30392","journal-title":"Hum. Factors J. Hum. Factors Ergon. Soc."},{"issue":"2","key":"4_CR11","doi-asserted-by":"publisher","first-page":"230","DOI":"10.1518\/001872097778543886","volume":"39","author":"R Parasuraman","year":"1997","unstructured":"Parasuraman, R., Riley, V.: Humans and automation: use, misuse, disuse, abuse. Hum. Factors J. Hum. Factors Ergon. Soc. 39(2), 230\u2013253 (1997). https:\/\/doi.org\/10.1518\/001872097778543886","journal-title":"Hum. Factors J. Hum. Factors Ergon. Soc."},{"key":"4_CR12","unstructured":"Ergonomics of human-system interaction \u2013 Part 210: Human-centred design for interactive systems (ISO 9241-210:2010)"},{"key":"4_CR13","doi-asserted-by":"publisher","unstructured":"Tiwari, R.: Explainable AI (XAI) and its applications in building trust and understanding in AI decision making. Int. J. Sci. Res. Eng. Manag. 07(01) (2023). https:\/\/doi.org\/10.55041\/IJSREM17592","DOI":"10.55041\/IJSREM17592"},{"key":"4_CR14","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1007\/978-3-030-50334-5_8","volume-title":"HCII 2020","author":"T Schrills","year":"2020","unstructured":"Schrills, T., Franke, T.: Color for characters - effects of visual explanations of AI on trust and observability. In: Degen, H., Reinerman-Jones, L. (eds.) HCII 2020. LNCS, pp. 121\u2013135. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-50334-5_8"}],"container-title":["Communications in Computer and Information Science","Management of Digital EcoSystems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-93598-5_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T06:34:16Z","timestamp":1767767656000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-93598-5_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031935978","9783031935985"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-93598-5_4","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"16 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"MEDES","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Management of Digital","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Naples","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 November 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 November 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"medes2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/conferences.sigappfr.org\/medes2024\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}