{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T01:59:37Z","timestamp":1755223177334,"version":"3.43.0"},"publisher-location":"Cham","reference-count":11,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031925740","type":"print"},{"value":"9783031925757","type":"electronic"}],"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\/978-3-031-92575-7_18","type":"book-chapter","created":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T13:45:42Z","timestamp":1754919942000},"page":"127-132","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["OR for\u00a0Everyone: Solving OR Problems as\u00a0Non-experts with\u00a0Generative AI"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-6050-7596","authenticated-orcid":false,"given":"J\u00f6rn","family":"Maurischat","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8346-7357","authenticated-orcid":false,"given":"Stephan","family":"Bogs","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0022-9027","authenticated-orcid":false,"given":"Grit","family":"Walther","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olaf","family":"Kirchhof","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,8,12]]},"reference":[{"key":"18_CR1","doi-asserted-by":"publisher","unstructured":"Be\u0161inovi\u0107, N., et al.: Artificial intelligence in railway transport: taxonomy, regulations and applications. IEEE Trans. Intell. Transp. Syst. (2021). https:\/\/doi.org\/10.1109\/TITS.2021.3131637","DOI":"10.1109\/TITS.2021.3131637"},{"key":"18_CR2","doi-asserted-by":"publisher","unstructured":"\u010cyras, K., Letsios, D., Misener, R., Toni, F.: Argumentation for explainable scheduling. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33, no. 01, pp. 2752\u20132759 (2019). https:\/\/doi.org\/10.1609\/aaai.v33i01.33012752","DOI":"10.1609\/aaai.v33i01.33012752"},{"key":"18_CR3","doi-asserted-by":"publisher","unstructured":"Lage, I., Ross, A., Gershman, S. J., Kim, B., Doshi-Velez, F.: Human-in-the-loop interpretability prior. In: Bengio, S., Wallach, H., Larochelle, H., Grauman, K., Cesa-Bianchi, N., Garnett, R. (eds.) Advances in Neural Information Processing Systems, vol. 31. Curran Associates, Inc. (2018). https:\/\/doi.org\/10.1609\/aaai.v33i01.33012752","DOI":"10.1609\/aaai.v33i01.33012752"},{"key":"18_CR4","doi-asserted-by":"publisher","unstructured":"Prieto, S. A., Mengiste, E. T., Garc\u00eda de Soto, B.: Investigating the use of ChatGPT for the scheduling of construction projects. Buildings 13(4), 857 (2023). https:\/\/doi.org\/10.3390\/buildings13040857","DOI":"10.3390\/buildings13040857"},{"key":"18_CR5","doi-asserted-by":"publisher","unstructured":"Nguyen, N., Nadi, S.: An empirical evaluation of GitHub copilot\u2019s code suggestions. In: Proceedings of the 19th International Conference on Mining Software Repositories, Pittsburgh, pp. 1\u20135. Association for Computing Machinery (2022). https:\/\/doi.org\/10.1145\/3524842.3528470","DOI":"10.1145\/3524842.3528470"},{"key":"18_CR6","doi-asserted-by":"publisher","unstructured":"Al Madi, N.: How readable is model-generated code? Examining readability and visual inspection of github copilot. In: Proceedings of the 37th IEEE\/ACM International Conference on Automated Software Engineering, Rochester, pp. 1\u20135. Association for Computing Machinery (2022). https:\/\/doi.org\/10.1145\/3551349.3560438","DOI":"10.1145\/3551349.3560438"},{"key":"18_CR7","doi-asserted-by":"publisher","unstructured":"Imai, S.: Is GitHub copilot a substitute for human pair-programming? In: Proceedings of the ACM\/IEEE 44th International Conference on Software Engineering: Companion Proceeding, Pittsburg, pp. 319\u2013321. Association for Computing Machinery (2022). https:\/\/doi.org\/10.1145\/3510454.3522684","DOI":"10.1145\/3510454.3522684"},{"key":"18_CR8","doi-asserted-by":"crossref","unstructured":"Li, R., Pu, C., Fan, F., Tao, J., Xiang, Y.: LLM-based Frameworks for Power Engineering from Routine to Novel Tasks. arXiv preprint arXiv:2305.11202 (2023)","DOI":"10.2139\/ssrn.4741095"},{"key":"18_CR9","unstructured":"Li, B., Mellou, K., Zhang, B., Pathuri, J., Menache, I.: Large language models for supply chain optimization. arXiv preprint arXiv:2307.03875 (2023)"},{"key":"18_CR10","unstructured":"L\u00fcbbeke, M.: Operations Research 1, Lecture Notes (2023)"},{"key":"18_CR11","doi-asserted-by":"publisher","unstructured":"Maurischat, J.: Dataset of prompts for development of the optimization guiding framework if-act (2024). https:\/\/doi.org\/10.5281\/zenodo.12745585","DOI":"10.5281\/zenodo.12745585"}],"container-title":["Lecture Notes in Operations Research","Operations Research Proceedings 2024"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-92575-7_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,11]],"date-time":"2025-08-11T13:45:44Z","timestamp":1754919944000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-92575-7_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031925740","9783031925757"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-92575-7_18","relation":{},"ISSN":["2731-040X","2731-0418"],"issn-type":[{"value":"2731-040X","type":"print"},{"value":"2731-0418","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"12 August 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, aside from their aforementioned employment at Deutsche Bahn AG.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"OR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Operations Research","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","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":"2 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"or2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/or2024.de\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}