{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T00:47:44Z","timestamp":1776127664684,"version":"3.50.1"},"reference-count":70,"publisher":"Informa UK Limited","issue":"15","license":[{"start":{"date-parts":[[2025,1,29]],"date-time":"2025-01-29T00:00:00Z","timestamp":1738108800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Minister of Science of the Republic of Poland"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Production Research"],"published-print":{"date-parts":[[2025,8,3]]},"DOI":"10.1080\/00207543.2025.2458121","type":"journal-article","created":{"date-parts":[[2025,1,30]],"date-time":"2025-01-30T02:16:01Z","timestamp":1738203361000},"page":"5629-5648","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":20,"title":["Causal machine learning for supply chain risk prediction and intervention planning"],"prefix":"10.1080","volume":"63","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7946-948X","authenticated-orcid":false,"given":"Mateusz","family":"Wyrembek","sequence":"first","affiliation":[{"name":"Pozna\u0144 University of Economics and Business","place":["Pozna\u0144, Poland"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2118-5812","authenticated-orcid":false,"given":"George","family":"Baryannis","sequence":"additional","affiliation":[{"name":"University of Huddersfield","place":["Huddersfield, UK"]}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4189-2434","authenticated-orcid":false,"given":"Alexandra","family":"Brintrup","sequence":"additional","affiliation":[{"name":"University of Cambridge","place":["Cambridge, UK"]},{"name":"Alan Turing Institute","place":["London, UK"]}]}],"member":"301","published-online":{"date-parts":[[2025,1,29]]},"reference":[{"key":"e_1_3_3_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.sca.2024.100074"},{"key":"e_1_3_3_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dajour.2023.100342"},{"key":"e_1_3_3_4_1","doi-asserted-by":"publisher","DOI":"10.1063\/5.0099793"},{"key":"e_1_3_3_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/11899402_11"},{"key":"e_1_3_3_6_1","unstructured":"Alaa A. M. and M. van der Schaar. 2017. \u201cBayesian Inference of Individualized Treatment Effects Using Multi-Task Gaussian Processes.\u201d In Proceedings of the 31st Annual Conference on Neural Information Processing Systems (NeurIPS) edited by U. von Luxburg et\u00a0al. 3425\u20133433. NeurIPS."},{"key":"e_1_3_3_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108211"},{"key":"e_1_3_3_8_1","doi-asserted-by":"publisher","DOI":"10.1142\/S0218213022410032"},{"key":"e_1_3_3_9_1","doi-asserted-by":"publisher","DOI":"10.3982\/ECTA15732"},{"issue":"53","key":"e_1_3_3_10_1","first-page":"1","article-title":"Doubleml -- An Object-Oriented Implementation of Double Machine Learning in Python","volume":"23","author":"Bach P.","year":"2022","unstructured":"Bach, P., V. Chernozhukov, M. S. Kurz, and M. Spindler. 2022. \u201cDoubleml -- An Object-Oriented Implementation of Double Machine Learning in Python.\u201d Journal of Machine Learning Research 23 (53): 1\u20136.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_3_11_1","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v108.i03"},{"key":"e_1_3_3_12_1","unstructured":"Bach P. O. Schacht V. Chernozhukov S. Klaassen and M. Spindler. 2024. \u201cHyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study.\u201d https:\/\/arxiv.org\/abs\/2402.04674."},{"key":"e_1_3_3_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12599-020-00653-0"},{"key":"e_1_3_3_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2019.07.059"},{"key":"e_1_3_3_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.123947"},{"key":"e_1_3_3_16_1","doi-asserted-by":"publisher","DOI":"10.3390\/a17110498"},{"key":"e_1_3_3_17_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2305.11581"},{"key":"e_1_3_3_18_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2270719"},{"key":"e_1_3_3_19_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2019.1685705"},{"key":"e_1_3_3_20_1","doi-asserted-by":"publisher","DOI":"10.1111\/ectj.12097"},{"key":"e_1_3_3_21_1","unstructured":"Chernozhukov V. C. Cinelli W. Newey A. Sharma and V. Syrgkanis. 2024. \u201cLong Story Short: Omitted Variable Bias in Causal Machine Learning.\u201d https:\/\/arxiv.org\/abs\/2112.13398."},{"key":"e_1_3_3_22_1","doi-asserted-by":"publisher","DOI":"10.1108\/17410380410555835"},{"key":"e_1_3_3_23_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-022-04700-9"},{"key":"e_1_3_3_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994110"},{"key":"e_1_3_3_25_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1840148"},{"key":"e_1_3_3_26_1","doi-asserted-by":"publisher","DOI":"10.17270\/J.LOG"},{"key":"e_1_3_3_27_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-02902-1"},{"key":"e_1_3_3_28_1","doi-asserted-by":"publisher","DOI":"10.2307\/1907330"},{"key":"e_1_3_3_29_1","doi-asserted-by":"publisher","DOI":"10.3390\/app14114688"},{"key":"e_1_3_3_30_1","unstructured":"Gourdon K. and C. Steidl. 2019. Global Value Chains and the Shipbuilding Industry (Tech. rep. No. 2019\/08). OECD. Paris: OECD Publishing."},{"key":"e_1_3_3_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2018.08.006"},{"key":"e_1_3_3_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2023.108938"},{"key":"e_1_3_3_33_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2118889"},{"key":"e_1_3_3_34_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1798035"},{"key":"e_1_3_3_35_1","doi-asserted-by":"publisher","DOI":"10.1007\/s42521-021-00033-7"},{"key":"e_1_3_3_36_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2206.15475"},{"key":"e_1_3_3_37_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-020-05234-6"},{"key":"e_1_3_3_38_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1956697"},{"key":"e_1_3_3_39_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2024.2399713"},{"key":"e_1_3_3_40_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2023.2281663"},{"key":"e_1_3_3_41_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-99-0741-0_25"},{"key":"e_1_3_3_42_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1963.10480682"},{"key":"e_1_3_3_43_1","doi-asserted-by":"publisher","DOI":"10.1108\/IJPDLM-05-2021-0192"},{"key":"e_1_3_3_44_1","doi-asserted-by":"publisher","DOI":"10.1108\/IJLM-05-2021-0300"},{"key":"e_1_3_3_45_1","doi-asserted-by":"publisher","DOI":"10.1177\/1475090211406836"},{"key":"e_1_3_3_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3400051.3400058"},{"key":"e_1_3_3_47_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41567-024-02525-w"},{"key":"e_1_3_3_48_1","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/82.4.669"},{"key":"e_1_3_3_49_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511803161"},{"key":"e_1_3_3_50_1","doi-asserted-by":"publisher","DOI":"10.1177\/0962280213507034"},{"key":"e_1_3_3_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2022.108329"},{"key":"e_1_3_3_52_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2140221"},{"key":"e_1_3_3_53_1","volume-title":"The Analytic Hierarchy Process","author":"Saaty T.","year":"1980","unstructured":"Saaty, T. 1980. The Analytic Hierarchy Process. New York: McGraw-Hill."},{"key":"e_1_3_3_54_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-19-6945-4_43"},{"key":"e_1_3_3_55_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2306.04223"},{"key":"e_1_3_3_56_1","doi-asserted-by":"publisher","DOI":"10.1093\/ectj\/utaa027"},{"key":"e_1_3_3_57_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICSSIT55814.2023.10061049"},{"key":"e_1_3_3_58_1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2108.13518"},{"key":"e_1_3_3_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ject.2023.11.002"},{"key":"e_1_3_3_60_1","doi-asserted-by":"publisher","DOI":"10.1177\/089443939100900106"},{"key":"e_1_3_3_61_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-2748-9"},{"key":"e_1_3_3_62_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.sca.2023.100003"},{"key":"e_1_3_3_63_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2022.09.495"},{"key":"e_1_3_3_64_1","doi-asserted-by":"publisher","DOI":"10.1177\/875697281704800405"},{"key":"e_1_3_3_65_1","doi-asserted-by":"publisher","DOI":"10.17270\/J.LOG"},{"key":"e_1_3_3_66_1","doi-asserted-by":"publisher","DOI":"10.17270\/J.LOG"},{"key":"e_1_3_3_67_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2024.104120"},{"key":"e_1_3_3_68_1","doi-asserted-by":"publisher","DOI":"10.1109\/ITSIS56166.2022.10118391"},{"key":"e_1_3_3_69_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2024.2432469"},{"key":"e_1_3_3_70_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2164628"},{"key":"e_1_3_3_71_1","doi-asserted-by":"publisher","DOI":"10.1080\/08982112.2022.2163179"}],"container-title":["International Journal of Production Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/00207543.2025.2458121","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,29]],"date-time":"2025-07-29T07:49:46Z","timestamp":1753775386000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/00207543.2025.2458121"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,29]]},"references-count":70,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2025,8,3]]}},"alternative-id":["10.1080\/00207543.2025.2458121"],"URL":"https:\/\/doi.org\/10.1080\/00207543.2025.2458121","relation":{},"ISSN":["0020-7543","1366-588X"],"issn-type":[{"value":"0020-7543","type":"print"},{"value":"1366-588X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,29]]},"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":"2024-08-14","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-01-08","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-01-29","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}