{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T20:16:35Z","timestamp":1781900195893,"version":"3.54.5"},"reference-count":125,"publisher":"Informa UK Limited","issue":"4","license":[{"start":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T00:00:00Z","timestamp":1698883200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Production Research"],"published-print":{"date-parts":[[2024,2,16]]},"DOI":"10.1080\/00207543.2023.2276811","type":"journal-article","created":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T07:50:21Z","timestamp":1698911421000},"page":"1434-1457","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":143,"title":["From natural language to simulations: applying AI to automate simulation modelling of logistics systems"],"prefix":"10.1080","volume":"62","author":[{"given":"Ilya","family":"Jackson","sequence":"first","affiliation":[{"name":"Massachusetts Institute of Technology","place":["Cambridge, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria","family":"Jesus Saenz","sequence":"additional","affiliation":[{"name":"Massachusetts Institute of Technology","place":["Cambridge, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dmitry","family":"Ivanov","sequence":"additional","affiliation":[{"name":"Berlin School of Economics and Law","place":["Berlin, Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2023,11,2]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114324"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.1257\/jep.33.2.3"},{"key":"e_1_3_4_4_1","unstructured":"Alammar Jay. 2018. \u201cThe Illustrated Transformer. GitHub Blog Online.\u201d Available from: https:\/\/jalammar.github.io\/illustrated-transformer. Retrieved March 30 2023."},{"key":"e_1_3_4_5_1","unstructured":"Baily Martin Neil Erik Brynjolfsson and Anton Korinek. 2023. \u201cMachines of Mind: The Case for an AI-Powered Productivity Boom. Brookings.\u201d https:\/\/www.brookings.edu\/articles\/machines-of-mind-the-case-for-an-ai-powered-productivity-boom\/. Accessed July 23 2023."},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.12.015"},{"key":"e_1_3_4_7_1","first-page":"1137","article-title":"A Neural Probabilistic Language Model","volume":"3","author":"Bengio Yoshua","year":"2003","unstructured":"Bengio, Yoshua, R\u00e9jean Ducharme, Pascal Vincent, and Christian Jauvin. 2003. \u201cA Neural Probabilistic Language Model.\u201d Journal of Machine Learning Research 3:1137\u20131155.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_4_8_1","unstructured":"Borgeaud Sebastian Arthur Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford Katie Millican George Bm Van Den Driessche et\u00a0al. 2021. \u201cImproving Language Models by Retrieving from Trillions of Tokens.\u201d arXiv Preprint arXiv:2112.04426 [cs]."},{"key":"e_1_3_4_9_1","volume-title":"Superintelligence: Paths, Dangers, Strategies","author":"Bostrom Nick.","year":"2014","unstructured":"Bostrom, Nick. 2014. Superintelligence: Paths, Dangers, Strategies. 1st ed. Oxford: Oxford University Press. OCLC: ocn881706835.","edition":"1"},{"key":"e_1_3_4_10_1","unstructured":"Brockman Greg Mira Murati and Peter Welinder and OpenAI. 2021. \u201cOpenAI API.\u201d Available from: https:\/\/openai.com\/blog\/openai-codex\/. Retrieved March 30 2023."},{"key":"e_1_3_4_11_1","unstructured":"Brown Tom B. Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan et\u00a0al. 2020. \u201cLanguage Models are Few-Shot Learners.\u201d arXiv Preprint arXiv:2005.14165 [cs]."},{"key":"e_1_3_4_12_1","doi-asserted-by":"publisher","DOI":"10.3386\/w31161"},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2021.102412"},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.2023777"},{"key":"e_1_3_4_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2014.2307227"},{"key":"e_1_3_4_16_1","unstructured":"Chen Mark Jerry Tworek Heewoo Jun Qiming Yuan Henrique Ponde de Oliveira Pinto Jared Kaplan Harri Edwards et\u00a0al. 2021. \u201cEvaluating Large Language Models Trained on Code.\u201d arXiv Preprint arXiv:2107.03374 [cs]."},{"key":"e_1_3_4_17_1","doi-asserted-by":"crossref","unstructured":"Clement Colin B. Dawn Drain Jonathan Timcheck Alexey Svyatkovskiy and Neel Sundaresan. 2020. \u201cPyMT5: Multi-Mode Translation of Natural Language and Python Code with Transformers.\u201d arXiv Preprint arXiv:2010.03150 [cs].","DOI":"10.18653\/v1\/2020.emnlp-main.728"},{"key":"e_1_3_4_18_1","doi-asserted-by":"publisher","DOI":"10.1287\/msom.2021.0989"},{"key":"e_1_3_4_19_1","volume-title":"Descartes: Selected Philosophical Writings","author":"Descartes Ren\u00e9","year":"1990","unstructured":"Descartes, Ren\u00e9. 1990. Descartes: Selected Philosophical Writings. Cambridge; New York: Cambridge University Press."},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1080\/24725854.2023.2253881"},{"key":"e_1_3_4_21_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2240900"},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2017.1387680"},{"key":"e_1_3_4_23_1","unstructured":"Drori Iddo and Nakul Verma. 2021. \u201cSolving Linear Algebra by Program Synthesis.\u201d arXiv Preprint arXiv:2111.08171 [cs]."},{"key":"e_1_3_4_24_1","unstructured":"Dutta Sumit. 2023. \u201cErnst & Young. How Supply Chains Benefit from Using Generative AI.\u201d Available from: https:\/\/www.ey.com\/en_us\/coo\/how-generative-ai-in-supply-chain-can-drive-value. Retrieved August 29 2023."},{"key":"e_1_3_4_25_1","unstructured":"Elder Bryce. 2023. \u201cFinancial Times. Surrender Your Desk Job to the AI Productivity Miracle Says Goldman Sachs.\u201d https:\/\/www.ft.com\/content\/50b15701-855a-4788-9a4b-5a0a9ee10561. Accessed July 23 2023."},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.2020.3922"},{"key":"e_1_3_4_27_1","unstructured":"Fedus William Barret Zoph and Noam Shazeer. 2021. \u201cSwitch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity.\u201d arXiv Preprint arXiv:2101.03961 [cs]."},{"key":"e_1_3_4_28_1","doi-asserted-by":"crossref","unstructured":"Feng Zhangyin Daya Guo Duyu Tang Nan Duan Xiaocheng Feng Ming Gong Linjun Shou et al. 2020. \u201cCodeBERT: A Pre-Trained Model for Programming and Natural Languages.\u201d In Findings of the Association for Computational Linguistics: EMNLP 2020 1536\u20131547. Punta Cana Dominican Republic: Association for Computational Linguistics.","DOI":"10.18653\/v1\/2020.findings-emnlp.139"},{"key":"e_1_3_4_29_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2239393"},{"key":"e_1_3_4_30_1","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.2021.4065"},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1287\/isre.2021.1079"},{"key":"e_1_3_4_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.11.036"},{"key":"e_1_3_4_33_1","unstructured":"Github. 2023. \u201cYour AI Pair Programmer.\u201d https:\/\/github.com\/features\/copilot. Accessed July 23 2023."},{"key":"e_1_3_4_34_1","unstructured":"Graves Alex. 2014. \u201cGenerating Sequences with Recurrent Neural Networks.\u201d arXiv Preprint arXiv:1308.0850 [cs]."},{"key":"e_1_3_4_35_1","doi-asserted-by":"crossref","unstructured":"Guha R. Rob McCool and Eric Miller. 2003. \u201cSemantic Search.\u201d In Proceedings of the Twelfth International Conference on World Wide Web -- WWW '03 Budapest Hungary 700. ACM Press.","DOI":"10.1145\/775152.775250"},{"key":"e_1_3_4_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.12.070"},{"key":"e_1_3_4_37_1","unstructured":"Handley Lucy. 2023. \u201cCNBC. A.I. Could \u2018Remove All Human Touchpoints\u2019 in Supply Chains. Here's What That Means.\u201d https:\/\/www.cnbc.com\/2023\/06\/19\/supply-chains-how-ai-could-remove-all-human-touchpoints.html. Accessed July 23 2023."},{"key":"e_1_3_4_38_1","doi-asserted-by":"publisher","DOI":"10.1111\/jscm.12304"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2902362"},{"key":"e_1_3_4_40_1","unstructured":"Hocky Glen M. and Andrew D. White. 2021. \u201cNatural Language Processing Models That Automate Programming Will Transform Chemistry Research and Teaching.\u201d arXiv Preprint arXiv:2108.13360 [cond-mat physics]."},{"key":"e_1_3_4_41_1","doi-asserted-by":"crossref","unstructured":"Holmstr\u00f6m Jan Matthias Holweg Benn Lawson Frits K. Pil and Stephan M. Wagner. 2019. \u201cThe Digitalization of Operations and Supply Chain Management: Theoretical and Methodological Implications.\u201d.","DOI":"10.1002\/joom.1073"},{"key":"e_1_3_4_42_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2016.1275873"},{"key":"e_1_3_4_43_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-020-03640-6"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2217291"},{"key":"e_1_3_4_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2023.108938"},{"key":"e_1_3_4_46_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2118892"},{"key":"e_1_3_4_47_1","doi-asserted-by":"crossref","unstructured":"Ivanov Dmitry Alexandre Dolgui Jennifer V. Blackhurst and Tsan-Ming Choi. 2023. \u201cToward Supply Chain Viability Theory: From Lessons Learned Through COVID-19 Pandemic to Viable Ecosystems.\u201d.","DOI":"10.1080\/00207543.2023.2177049"},{"key":"e_1_3_4_48_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-14302-2_15"},{"key":"e_1_3_4_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.102676"},{"key":"e_1_3_4_50_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2022.10.121"},{"key":"e_1_3_4_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2022.102806"},{"key":"e_1_3_4_52_1","doi-asserted-by":"crossref","unstructured":"Jackson Ilya and Maria Jesus Saenz. 2022. \u201cFrom Natural Language to Simulations: Applying GPT-3 Codex to Automate Simulation Modeling of Logistics Systems.\u201d arXiv preprint arXiv:2202.12107.","DOI":"10.2139\/ssrn.4203417"},{"key":"e_1_3_4_53_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-023-05390-7"},{"key":"e_1_3_4_54_1","doi-asserted-by":"publisher","DOI":"10.1145\/3571730"},{"key":"e_1_3_4_55_1","doi-asserted-by":"publisher","DOI":"10.1080\/23270012.2020.1756939"},{"key":"e_1_3_4_56_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10100-011-0210-y"},{"key":"e_1_3_4_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2020.113302"},{"key":"e_1_3_4_58_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1956697"},{"key":"e_1_3_4_59_1","doi-asserted-by":"publisher","DOI":"10.1201\/9781315162119"},{"key":"e_1_3_4_60_1","series-title":"McGraw-Hill series in industrial engineering and management science","volume-title":"Simulation Modeling and Analysis","author":"Law Averill M.","year":"2000","unstructured":"Law, Averill M., and W. David Kelton. 2000. Simulation Modeling and Analysis. 3rd ed., McGraw-Hill series in industrial engineering and management science. Boston: McGraw-Hill.","edition":"3"},{"key":"e_1_3_4_61_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"e_1_3_4_62_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-018-0070-0"},{"key":"e_1_3_4_63_1","volume-title":"Discrete-Event Simulation: A First Course","author":"Leemis Lawrence M.","year":"2006","unstructured":"Leemis, Lawrence M., and Stephen Keith Park. 2006. Discrete-Event Simulation: A First Course. Upper Saddle River, NJ: Pearson Prentice Hall."},{"key":"e_1_3_4_64_1","doi-asserted-by":"publisher","DOI":"10.1145\/3490443"},{"key":"e_1_3_4_65_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.08.009"},{"key":"e_1_3_4_66_1","doi-asserted-by":"publisher","DOI":"10.5465\/amr.2018.0181"},{"key":"e_1_3_4_67_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-02145-9"},{"key":"e_1_3_4_68_1","doi-asserted-by":"publisher","DOI":"10.1177\/0022243719866690"},{"key":"e_1_3_4_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.06.003"},{"key":"e_1_3_4_70_1","volume-title":"Learning Python: Powerful Object-Oriented Programming","author":"Lutz Mark.","year":"2013","unstructured":"Lutz, Mark. 2013. Learning Python: Powerful Object-Oriented Programming. Sebastopol, CA: O'Reilly Media, Inc."},{"key":"e_1_3_4_71_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2022.108688"},{"key":"e_1_3_4_72_1","doi-asserted-by":"crossref","unstructured":"MacCarthy Bart L. and Dmitry Ivanov. 2022. \u201cThe Digital Supply Chain \u2013 Emergence Concepts Definitions and Technologies.\u201d In The Digital Supply Chain 3\u201324.\u00a0Amsterdam: Elsevier.","DOI":"10.1016\/B978-0-323-91614-1.00001-0"},{"key":"e_1_3_4_73_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-022-06151-6"},{"key":"e_1_3_4_74_1","unstructured":"Murray Brendan. 2022. \u201cBloomberg. Pactum Raises 20 Million in Maersk-Backed Funding to Grow AI Deal-Making.\u201d https:\/\/www.bloomberg.com\/news\/newsletters\/2022-12-08\/supply-chain-latest-pactum-automates-supplier-negotiations. Accessed July 23 2023."},{"key":"e_1_3_4_75_1","unstructured":"Nakano Reiichiro Jacob Hilton Suchir Balaji Jeff Wu Long Ouyang Christina Kim Christopher Hesse et\u00a0al. 2021. \u201cWebGPT: Browser-Assisted Question-Answering with Human Feedback.\u201d arXiv Preprint arXiv:2112.09332 [cs]."},{"key":"e_1_3_4_76_1","doi-asserted-by":"publisher","DOI":"10.1108\/IJLM-12-2020-0493"},{"key":"e_1_3_4_77_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108381"},{"key":"e_1_3_4_78_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2070044"},{"key":"e_1_3_4_79_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.simpat.2016.02.001"},{"key":"e_1_3_4_80_1","unstructured":"OpenAI. 2023a. \u201cChatGPT \u2013 Release Notes.\u201d https:\/\/help.openai.com\/en\/articles\/6825453-chatgpt-release-notes. Accessed July 23 2023."},{"key":"e_1_3_4_81_1","unstructured":"OpenAI. 2023b. \u201cDALL\u00b7E 2 is an AI System That Can Create Realistic Images and Art from a Description in Natural Language.\u201d https:\/\/openai.com\/dall-e-2. Accessed July 23 2023."},{"key":"e_1_3_4_82_1","unstructured":"OpenAI. 2023c. \u201cGPT-4 Technical Report.\u201d."},{"key":"e_1_3_4_83_1","doi-asserted-by":"crossref","unstructured":"Papineni Kishore Salim Roukos Todd Ward and Wei-Jing Zhu. 2001. \u201cBLEU: A Method for Automatic Evaluation of Machine Translation.\u201d In Proceedings of the 40th Annual Meeting on Association for Computational Linguistics -- ACL '02 Philadelphia Pennsylvania 311. Association for Computational Linguistics.","DOI":"10.3115\/1073083.1073135"},{"key":"e_1_3_4_84_1","doi-asserted-by":"publisher","DOI":"10.1108\/IJPDLM-06-2022-0201"},{"key":"e_1_3_4_85_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-91810-1_5"},{"key":"e_1_3_4_86_1","doi-asserted-by":"crossref","unstructured":"Phadnis Shardul S. Yossi Sheffi and Chris Caplice. 2022b. \u201cScenario Planning: A Tool for Organizational Learning and Foresight.\u201d In Strategic Planning for Dynamic Supply Chains: Preparing for Uncertainty Using Scenarios edited by Palgrave Executive Essentials 45\u201361. Cham: Palgrave Macmillan.","DOI":"10.1007\/978-3-030-91810-1_3"},{"key":"e_1_3_4_87_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2016.05.009"},{"key":"e_1_3_4_88_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2173509"},{"issue":"8","key":"e_1_3_4_89_1","first-page":"9","article-title":"Language Models are Unsupervised Multitask Learners","volume":"1","author":"Radford Alec","year":"2018","unstructured":"Radford, Alec, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever. 2018. \u201cLanguage Models are Unsupervised Multitask Learners.\u201d OpenAI Blog 1 (8): 9.","journal-title":"OpenAI Blog"},{"key":"e_1_3_4_90_1","unstructured":"Rae Jack W. Sebastian Borgeaud Trevor Cai Katie Millican Jordan Hoffmann Francis Song and John Aslanides et\u00a0al. 2021. \u201cScaling Language Models: Methods Analysis & Insights from Training Gopher.\u201d arXiv Preprint arXiv:2112.11446 [cs]."},{"key":"e_1_3_4_91_1","doi-asserted-by":"crossref","unstructured":"Reynolds Laria and Kyle McDonell. 2021. \u201cPrompt Programming for Large Language Models: Beyond the Few-Shot Paradigm.\u201d In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems Yokohama Japan May 1\u20137. ACM.","DOI":"10.1145\/3411763.3451760"},{"key":"e_1_3_4_92_1","doi-asserted-by":"publisher","DOI":"10.1080\/13675567.2021.1900086"},{"key":"e_1_3_4_93_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2140221"},{"key":"e_1_3_4_94_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.2002967"},{"key":"e_1_3_4_95_1","article-title":"Digital Transformation is Changing Supply Chain Relationships","author":"Sa\u00e9nz M. J.","year":"2022","unstructured":"Sa\u00e9nz, M. J., E. Revilla, and I. Borrella. 2022. \u201cDigital Transformation is Changing Supply Chain Relationships.\u201d Harvard Business Review. https:\/\/hbr.org\/2022\/07\/digital-transformation-is-changing-supply-chain-relationships.","journal-title":"Harvard Business Review"},{"issue":"3","key":"e_1_3_4_96_1","first-page":"1","article-title":"Designing AI Systems with Human-machine Teams","volume":"61","author":"Saenz Maria Jesus","year":"2020","unstructured":"Saenz, Maria Jesus, Elena Revilla, and Cristina Simon. 2020a. \u201cDesigning AI Systems with Human-machine Teams.\u201d MIT Sloan Management Review 61 (3): 1\u20135.","journal-title":"MIT Sloan Management Review"},{"issue":"1","key":"e_1_3_4_97_1","first-page":"6","article-title":"What Does the Human Face of AI Look Like?","author":"Saenz Maria Jesus","year":"2020","unstructured":"Saenz, Maria Jesus, Elena Revilla, and Cristina Simon. 2020b. \u201cWhat Does the Human Face of AI Look Like?.\u201d Supply Chain Management Review May\/June (1): 6\u20137.","journal-title":"Supply Chain Management Review"},{"key":"e_1_3_4_98_1","unstructured":"Samoili Sofia Montserrat Lopez Cobo Emilia G\u00f3mez Giuditta De Prato Fernando Mart\u00ednez-Plumed and Blagoj Delipetrev. 2020. \u201cAI Watch. Defining Artificial Intelligence. Towards an Operational Definition and Taxonomy of Artificial Intelligence.\u201d."},{"key":"e_1_3_4_99_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2013.02.011"},{"key":"e_1_3_4_100_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2013.865853"},{"key":"e_1_3_4_101_1","volume-title":"The Fourth Industrial Revolution","author":"Schwab Klaus.","year":"2016","unstructured":"Schwab, Klaus. 2016. The Fourth Industrial Revolution. First u.s. edition ed. New York: Crown Business."},{"key":"e_1_3_4_102_1","volume-title":"The Magic Conveyor Belt: Supply Chains, AI, and the Future of Work","author":"Sheffi Yossi.","year":"2023","unstructured":"Sheffi, Yossi. 2023. The Magic Conveyor Belt: Supply Chains, AI, and the Future of Work. Cambridge, MA: MIT CTL Media."},{"key":"e_1_3_4_103_1","unstructured":"Shein Esther. 2022. \u201cTechRepublic. The Future of Procurement is Data First with AI.\u201d https:\/\/www.techrepublic.com\/article\/future-procurement-data-first\/. Accessed July 23 2023."},{"key":"e_1_3_4_104_1","unstructured":"Shporer Avi Sunny Tran Nikhil Singh Brandon Kates Jayson Lynch and Iddo Drori. 2022. \u201cLearning Methods for Solving Astronomy Course Problems.\u201d Available from: http:\/\/www.mit.edu\/idrori\/Learning_Methods_for_Solving_Astronomy_Course_Problems.pdf. Retrieved March 30 2023."},{"key":"e_1_3_4_105_1","unstructured":"Sirtori-Cortina Daniela and Brendan Case. 2023. \u201cBloomberg. Walmart is Using AI to Negotiate the Best Price with Some Vendors.\u201d https:\/\/www.bloomberg.com\/news\/articles\/2023-04-26\/walmart-uses-pactum-ai-tools-to-handle-vendor-negotiations##xj4y7vzkg. Accessed July 23 2023."},{"key":"e_1_3_4_106_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.futures.2021.102778"},{"key":"e_1_3_4_107_1","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.2021.3990"},{"key":"e_1_3_4_108_1","volume-title":"The Black Swan: The Impact of the Highly Improbable","author":"Taleb Nassim Nicholas.","year":"2007","unstructured":"Taleb, Nassim Nicholas. 2007. The Black Swan: The Impact of the Highly Improbable. Vol. 2. New York, NY: Random house."},{"issue":"1","key":"e_1_3_4_109_1","article-title":"Four Misconceptions are Hampering the Advancement of Digital Twins","author":"Tozanli \u00d6zden","year":"2022","unstructured":"Tozanli, \u00d6zden, and Maria Jes\u00fas Sa\u00e9nz. 2022a. \u201cFour Misconceptions are Hampering the Advancement of Digital Twins.\u201d Supply Chain Management Review July\/August (1).\u00a0https:\/\/www.scmr.com\/article\/four_misconceptions_are_hampering_the_advancement_of_digital_twins.","journal-title":"Supply Chain Management Review"},{"issue":"4","key":"e_1_3_4_110_1","first-page":"1","article-title":"Unlocking the Potential of Digital Twins in Supply Chains","volume":"63","author":"Tozanli \u00d6zden","year":"2022","unstructured":"Tozanli, \u00d6zden, and Maria Jes\u00fas Sa\u00e9nz. 2022b. \u201cUnlocking the Potential of Digital Twins in Supply Chains.\u201d MIT Sloan Management Review 63 (4): 1\u20134.","journal-title":"MIT Sloan Management Review"},{"key":"e_1_3_4_111_1","unstructured":"Trummer Immanuel. 2022. \u201cCodexDB: Generating Code for Processing SQL Queries using GPT-3 Codex.\u201d Apr. ArXiv:2204.08941 [cs]."},{"key":"e_1_3_4_112_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2173503"},{"key":"e_1_3_4_113_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207540802356747"},{"key":"e_1_3_4_114_1","article-title":"How Walmart Automated Supplier Negotiations","author":"Van Hoek Remko","year":"2022","unstructured":"Van Hoek, Remko, Michael DeWitt, Mary Lacity, and Johnson Travis. 2022. \u201cHow Walmart Automated Supplier Negotiations.\u201d Harvard Business Review","journal-title":"Harvard Business Review"},{"key":"e_1_3_4_115_1","unstructured":"Vaswani Ashish Noam Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N. Gomez et\u00a0al. 2017. \u201cAttention is All You Need.\u201d In Proceedings of the 31st International Conference on Neural Information Processing Systems NIPS'17 Red Hook NY USA 6000\u20136010. Curran Associates Inc."},{"key":"e_1_3_4_116_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2013.874602"},{"key":"e_1_3_4_117_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1720925"},{"key":"e_1_3_4_118_1","doi-asserted-by":"crossref","unstructured":"Wo\u0142k Krzysztof and Krzysztof Marasek. 2014. \u201cA Sentence Meaning Based Alignment Method for Parallel Text Corpora Preparation.\u201d In New Perspectives in Information Systems and Technologies Volume 1 edited by Alvaro Rocha Ana Maria Correia Felix Tan and Karl Stroetmann Vol. 275 229\u2013237. Cham: Springer International Publishing.","DOI":"10.1007\/978-3-319-05951-8_22"},{"key":"e_1_3_4_119_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.04.041"},{"key":"e_1_3_4_120_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.1.11345"},{"key":"e_1_3_4_121_1","unstructured":"Zaremba W. and G. Brockman. 2021. \u201cOpenAI Codex.\u201d Available from: https:\/\/openai.com\/blog\/openai-codex\/. Retrieved March 30 2023."},{"key":"e_1_3_4_122_1","volume-title":"Theory of Modeling and Simulation: Discrete Event and Iterative System Computational Foundations","author":"Zeigler Bernard P.","year":"2019","unstructured":"Zeigler, Bernard P., Alexandre Muzy, and Ernesto Kofman. 2019. Theory of Modeling and Simulation: Discrete Event and Iterative System Computational Foundations. 3rd ed. San Diego, CA: Academic Press.","edition":"3"},{"key":"e_1_3_4_123_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1849846"},{"key":"e_1_3_4_124_1","doi-asserted-by":"crossref","unstructured":"Zhang Gongtao Bart L. MacCarthy and Dmitry Ivanov. 2022. \u201cThe Cloud Platforms and Digital Twins \u2013 Enablers of the Digital Supply Chain.\u201d In The Digital Supply Chain edited by\u00a0Bart L. MacCarthy and Dmitry Ivanov 77\u201391. Amsterdam: Elsevier.","DOI":"10.1016\/B978-0-323-91614-1.00005-8"},{"key":"e_1_3_4_125_1","unstructured":"Zhao Tony Z. Eric Wallace Shi Feng Dan Klein and Sameer Singh. 2021. \u201cCalibrate Before Use: Improving Few-Shot Performance of Language Models.\u201d arXiv Preprint arXiv:2102.09690 [cs]."},{"key":"e_1_3_4_126_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2020.113362"}],"container-title":["International Journal of Production Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/00207543.2023.2276811","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T21:40:29Z","timestamp":1769722829000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/00207543.2023.2276811"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,2]]},"references-count":125,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2024,2,16]]}},"alternative-id":["10.1080\/00207543.2023.2276811"],"URL":"https:\/\/doi.org\/10.1080\/00207543.2023.2276811","relation":{},"ISSN":["0020-7543","1366-588X"],"issn-type":[{"value":"0020-7543","type":"print"},{"value":"1366-588X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,2]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-04-25","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-10-13","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-11-02","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}