{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T05:38:42Z","timestamp":1775194722115,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,7,16]],"date-time":"2022-07-16T00:00:00Z","timestamp":1657929600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,7,16]]},"DOI":"10.1145\/3556089.3556102","type":"proceedings-article","created":{"date-parts":[[2022,11,30]],"date-time":"2022-11-30T22:51:32Z","timestamp":1669848692000},"page":"256-260","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Artificial Intelligence and Machine Learning for Maturity Evaluation and Model Validation"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5636-1660","authenticated-orcid":false,"given":"Thomas","family":"Hanne","sequence":"first","affiliation":[{"name":"Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8279-4451","authenticated-orcid":false,"given":"Phillip","family":"Gachnang","sequence":"additional","affiliation":[{"name":"Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stella","family":"Gatziu Grivas","sequence":"additional","affiliation":[{"name":"Institute for Information Systems, AbiliCor &amp; University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ilyas","family":"Kirecci","sequence":"additional","affiliation":[{"name":"Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paul","family":"Schmitter","sequence":"additional","affiliation":[{"name":"Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,11,30]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"M. Angelastro. n.d. Connecting Expertise and Innovation Across a Diverse Latin America https:\/\/www.accenture.com\/ t20170601t203531__w__\/cr-en\/_acnmedia\/pdf-53\/accenture-transforming-and-digitizing-maturity-quest.pdf  M. Angelastro. n.d. Connecting Expertise and Innovation Across a Diverse Latin America https:\/\/www.accenture.com\/ t20170601t203531__w__\/cr-en\/_acnmedia\/pdf-53\/accenture-transforming-and-digitizing-maturity-quest.pdf"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.5771\/0042-059X-2016-2-98"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"crossref","unstructured":"S. Berghaus A. Back and B. Kaltenrieder. 2017. Digital Maturity & Transformation Report 2017. Universit\u00e4t St.Gallen  S. Berghaus A. Back and B. Kaltenrieder. 2017. Digital Maturity & Transformation Report 2017. Universit\u00e4t St.Gallen","DOI":"10.15444\/GFMC2017.05.05.01"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-016-0486-5"},{"key":"e_1_3_2_1_5_1","unstructured":"Deloitte. 2018. Digital Maturity Model. https:\/\/www2.deloitte.com\/content\/dam\/Deloitte\/global\/Documents\/Technology-Media-Telecommunications\/deloitte-digital-maturity-model.pdf  Deloitte. 2018. Digital Maturity Model. https:\/\/www2.deloitte.com\/content\/dam\/Deloitte\/global\/Documents\/Technology-Media-Telecommunications\/deloitte-digital-maturity-model.pdf"},{"key":"e_1_3_2_1_6_1","first-page":"299","article-title":"Machine learning as a service for software process improvement. In Software Engineering in the Era of Cloud Computing. Springer","author":"Dissanayake S.","year":"2020","unstructured":"S. Dissanayake and M. Ramachandran . 2020 . Machine learning as a service for software process improvement. In Software Engineering in the Era of Cloud Computing. Springer , Cham. 299 - 326 . S. Dissanayake and M. Ramachandran. 2020. Machine learning as a service for software process improvement. In Software Engineering in the Era of Cloud Computing. Springer, Cham. 299-326.","journal-title":"Cham."},{"key":"e_1_3_2_1_7_1","unstructured":"European Commission. 2021. Digital Maturity Tool and the Innovation Radar. https:\/\/digital-strategy.ec.europa.eu\/en\/events\/digital-maturity-tool-and-innovation-radar  European Commission. 2021. Digital Maturity Tool and the Innovation Radar. https:\/\/digital-strategy.ec.europa.eu\/en\/events\/digital-maturity-tool-and-innovation-radar"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"crossref","unstructured":"V. Felch B. Asdecker and E. Sucky. 2019. Maturity models in the age of Industry 4.0: Do the available models correspond to the needs of business practice? In T. Bui (Ed.) Proceedings of the Annual Hawaii International Conference on System Sciences Proceedings of the 52nd Hawaii International Conference on System Sciences. Hawaii International Conference on System Sciences 5165\u20135174.  V. Felch B. Asdecker and E. Sucky. 2019. Maturity models in the age of Industry 4.0: Do the available models correspond to the needs of business practice? In T. Bui (Ed.) Proceedings of the Annual Hawaii International Conference on System Sciences Proceedings of the 52nd Hawaii International Conference on System Sciences. Hawaii International Conference on System Sciences 5165\u20135174.","DOI":"10.24251\/HICSS.2019.620"},{"key":"e_1_3_2_1_9_1","volume-title":"Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow: Concepts, tools, and techniques to build intelligent systems","author":"G\u00e9ron A.","unstructured":"A. G\u00e9ron . 2019. Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow: Concepts, tools, and techniques to build intelligent systems . O'Reilly Media, Inc. A. G\u00e9ron. 2019. Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow: Concepts, tools, and techniques to build intelligent systems. O'Reilly Media, Inc."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.17535\/crorr.2015.0017"},{"key":"e_1_3_2_1_11_1","volume-title":"21st International Conference on Business Information Systems. In Abramowicz, W., Paschke, A. (eds.) Business Information Systems Workshops. Springer","author":"Graf M.","unstructured":"M. Graf , M. Peter , and S. Gatziu Grivas . 2018. Foster strategic orintation the digital age \u2013 a methodic approach for guiding SME to a digital transformation . In 21st International Conference on Business Information Systems. In Abramowicz, W., Paschke, A. (eds.) Business Information Systems Workshops. Springer , Heidelberg, 420\u2013432. M. Graf, M. Peter, and S. Gatziu Grivas. 2018. Foster strategic orintation the digital age \u2013 a methodic approach for guiding SME to a digital transformation. In 21st International Conference on Business Information Systems. In Abramowicz, W., Paschke, A. (eds.) Business Information Systems Workshops. Springer, Heidelberg, 420\u2013432."},{"key":"e_1_3_2_1_12_1","volume-title":"Foster strategic orientation in the digital age","author":"Graf M.","unstructured":"M. Graf , M. Peter , and S. Gatziu Grivas . 2019. Foster strategic orientation in the digital age . In : Business Information Systems Workshops. Springer International Publishing . DOI: https:\/\/doi.org\/10.1007\/978-3-030-04849-5_37 10.1007\/978-3-030-04849-5_37 M. Graf, M. Peter, and S. Gatziu Grivas. 2019. Foster strategic orientation in the digital age. In: Business Information Systems Workshops. Springer International Publishing. DOI: https:\/\/doi.org\/10.1007\/978-3-030-04849-5_37"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/52.2014"},{"key":"e_1_3_2_1_14_1","volume-title":"10th International Workshop on Software Technology and Engineering Practice. IEEE, 123-128","author":"Jacobs J. C.","unstructured":"J. C. Jacobs and J. J. Trienekens . 2002 (October). Towards a metrics based verification and validation maturity model . In 10th International Workshop on Software Technology and Engineering Practice. IEEE, 123-128 . J. C. Jacobs and J. J. Trienekens. 2002 (October). Towards a metrics based verification and validation maturity model. In 10th International Workshop on Software Technology and Engineering Practice. IEEE, 123-128."},{"key":"e_1_3_2_1_15_1","unstructured":"KPMG Australia and the South Australian Government. n.d. Digital Transformation Toolkit Guide. https:\/\/www.dpc.sa.gov.au\/__data\/assets\/pdf_file\/0008\/46565\/Digital_Transformation_Toolkit_Guide.pdf  KPMG Australia and the South Australian Government. n.d. Digital Transformation Toolkit Guide. https:\/\/www.dpc.sa.gov.au\/__data\/assets\/pdf_file\/0008\/46565\/Digital_Transformation_Toolkit_Guide.pdf"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.3390\/electronics10080885"},{"key":"e_1_3_2_1_17_1","volume-title":"November 17-18","author":"Kirecci I.","year":"2022","unstructured":"I. Kirecci , P. Schmitter , S. Gatziu Grivas , T. Hanne , P. Gachnang . 2022. Towards the Development of a Digital Maturity Framework for Facility Management in Healthcare \u2013 An Integrative Review. Paper presented at the 15th International Facility Management Congress , November 17-18 , 2022 , Vienna , Austria . I. Kirecci, P. Schmitter, S. Gatziu Grivas, T. Hanne, P. Gachnang. 2022. Towards the Development of a Digital Maturity Framework for Facility Management in Healthcare \u2013 An Integrative Review. Paper presented at the 15th International Facility Management Congress, November 17-18, 2022, Vienna, Austria."},{"key":"e_1_3_2_1_18_1","unstructured":"S. B. Kotsiantis I. Zaharakis and P. Pintelas. 2007. Supervised machine learning: A review of classification techniques. Emerging artificial intelligence applications in computer engineering 160(1) 3-24.  S. B. Kotsiantis I. Zaharakis and P. Pintelas. 2007. Supervised machine learning: A review of classification techniques. Emerging artificial intelligence applications in computer engineering 160(1) 3-24."},{"key":"e_1_3_2_1_19_1","first-page":"296","volume-title":"2017 10th International Symposium on Computational Intelligence and Design (ISCID) (Vol. 1","author":"Liu Q.","unstructured":"Q. Liu , X., Li, H. Zhu , and H. Fan . 2017. Acquisition of open source software project maturity based on time series machine learning . In 2017 10th International Symposium on Computational Intelligence and Design (ISCID) (Vol. 1 , pp. 296 - 299 ). IEEE. Q. Liu, X., Li, H. Zhu, and H. Fan. 2017. Acquisition of open source software project maturity based on time series machine learning. In 2017 10th International Symposium on Computational Intelligence and Design (ISCID) (Vol. 1, pp. 296-299). IEEE."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2018.03.009"},{"key":"e_1_3_2_1_21_1","unstructured":"NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf  NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf"},{"key":"e_1_3_2_1_22_1","unstructured":"NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf  NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf"},{"key":"e_1_3_2_1_23_1","unstructured":"NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf  NHS. 2017. Digital Maturity Self-Assessment: Data Model\/Structure https:\/\/www.england.nhs.uk\/wp-content\/uploads\/2017\/08\/digital-maturity-data-model_v2.pdf"},{"key":"e_1_3_2_1_24_1","unstructured":"pom+Consulting AG. 2021. Digitalisierung der Bau- und Immobilienwirtschaft https:\/\/www.pom.ch\/fileadmin\/doc\/ 04_ueber_uns\/03_medienmitteilungen\/2021\/6-DRE_Umfrage_2021_final.pdf  pom+Consulting AG. 2021. Digitalisierung der Bau- und Immobilienwirtschaft https:\/\/www.pom.ch\/fileadmin\/doc\/ 04_ueber_uns\/03_medienmitteilungen\/2021\/6-DRE_Umfrage_2021_final.pdf"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.09.279"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3013328"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2016.07.040"},{"key":"e_1_3_2_1_29_1","unstructured":"N. Vlahovic L. Milanovic and R. Skrinjar. 2010. Turning points in business process orientation maturity model: an east European survey. WSEAS transactions on business and economics 7(1) 22-32.  N. Vlahovic L. Milanovic and R. Skrinjar. 2010. Turning points in business process orientation maturity model: an east European survey. WSEAS transactions on business and economics 7(1) 22-32."},{"key":"#cr-split#-e_1_3_2_1_30_1.1","doi-asserted-by":"crossref","unstructured":"F. L. V. Vo\u00df and J. M. Pawlowski. 2019. Digital Readiness Frameworks. In L. Uden I.-H. Ting & J. M. Corchado (Eds.) Communications in Computer and Information Science. Knowledge Management in Organizations (Vol. 1027). Springer International Publishing. 503-514. https:\/\/doi.org\/10.1007\/978-3-030-21451-7_43 10.1007\/978-3-030-21451-7_43","DOI":"10.1007\/978-3-030-21451-7_43"},{"key":"#cr-split#-e_1_3_2_1_30_1.2","doi-asserted-by":"crossref","unstructured":"F. L. V. Vo\u00df and J. M. Pawlowski. 2019. Digital Readiness Frameworks. In L. Uden I.-H. Ting & J. M. Corchado (Eds.) Communications in Computer and Information Science. Knowledge Management in Organizations (Vol. 1027). Springer International Publishing. 503-514. https:\/\/doi.org\/10.1007\/978-3-030-21451-7_43","DOI":"10.1007\/978-3-030-21451-7_43"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537287.2020.1744763"}],"event":{"name":"ICEME 2022: 2022 13th International Conference on E-business, Management and Economics","location":"Beijing China","acronym":"ICEME 2022"},"container-title":["2022 13th International Conference on E-business, Management and Economics"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3556089.3556102","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3556089.3556102","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T23:44:03Z","timestamp":1750290243000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3556089.3556102"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,16]]},"references-count":31,"alternative-id":["10.1145\/3556089.3556102","10.1145\/3556089"],"URL":"https:\/\/doi.org\/10.1145\/3556089.3556102","relation":{},"subject":[],"published":{"date-parts":[[2022,7,16]]},"assertion":[{"value":"2022-11-30","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}