{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:18:05Z","timestamp":1750220285212,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":85,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,4,29]],"date-time":"2022-04-29T00:00:00Z","timestamp":1651190400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["1638302"],"award-info":[{"award-number":["1638302"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,4,29]]},"DOI":"10.1145\/3491102.3502089","type":"proceedings-article","created":{"date-parts":[[2022,4,28]],"date-time":"2022-04-28T16:34:58Z","timestamp":1651163698000},"page":"1-18","source":"Crossref","is-referenced-by-count":2,"title":["To Trust or to Stockpile: Modeling Human-Simulation Interaction in Supply Chain Shortages"],"prefix":"10.1145","author":[{"given":"Omid","family":"Mohaddesi","sequence":"first","affiliation":[{"name":"Department of Mechanical and Industrial Engineering, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jacqueline","family":"Griffin","sequence":"additional","affiliation":[{"name":"Department of Mechanical and Industrial Engineering, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ozlem","family":"Ergun","sequence":"additional","affiliation":[{"name":"Department of Mechanical and Industrial Engineering, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Kaeli","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stacy","family":"Marsella","sequence":"additional","affiliation":[{"name":"Khoury College of Computer Sciences, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Casper","family":"Harteveld","sequence":"additional","affiliation":[{"name":"College of Arts, Media and Design, Northeastern University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,4,29]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2016.08.002"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"crossref","unstructured":"SM\u00a0Yasir Arafat Sujita\u00a0Kumar Kar Marthoenis Marthoenis Pawan Sharma Ehsanul\u00a0Hoque Apu and Russell Kabir. 2020. Psychological underpinning of panic buying during pandemic (COVID-19). Psychiatry research 289(2020) 113061.  SM\u00a0Yasir Arafat Sujita\u00a0Kumar Kar Marthoenis Marthoenis Pawan Sharma Ehsanul\u00a0Hoque Apu and Russell Kabir. 2020. Psychological underpinning of panic buying during pandemic (COVID-19). Psychiatry research 289(2020) 113061.","DOI":"10.1016\/j.psychres.2020.113061"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"crossref","unstructured":"Rana Azghandi Jacqueline Griffin and Mohammad\u00a0S Jalali. 2018. Minimization of drug shortages in pharmaceutical supply chains: A simulation-based analysis of drug recall patterns and inventory policies. Complexity 2018(2018).  Rana Azghandi Jacqueline Griffin and Mohammad\u00a0S Jalali. 2018. Minimization of drug shortages in pharmaceutical supply chains: A simulation-based analysis of drug recall patterns and inventory policies. Complexity 2018(2018).","DOI":"10.1155\/2018\/6348413"},{"volume-title":"Simulating Social Complexity","author":"Barreteau Olivier","key":"e_1_3_2_2_4_1","unstructured":"Olivier Barreteau , Pieter Bots , Katherine Daniell , Michel Etienne , Pascal Perez , C\u00e9cile Barnaud , Didier Bazile , Nicolas Becu , Jean-Christophe Castella , William\u2019s Dar\u00e9 , 2017. Participatory approaches . In Simulating Social Complexity . Springer , Cham , 253\u2013292. Olivier Barreteau, Pieter Bots, Katherine Daniell, Michel Etienne, Pascal Perez, C\u00e9cile Barnaud, Didier Bazile, Nicolas Becu, Jean-Christophe Castella, William\u2019s Dar\u00e9, 2017. Participatory approaches. In Simulating Social Complexity. Springer, Cham, 253\u2013292."},{"key":"e_1_3_2_2_5_1","first-page":"126","article-title":"A gentle tutorial of the EM algorithm and its application to parameter estimation for gaussian mixture and hidden markov models","volume":"4","author":"Bilmes A","year":"1998","unstructured":"Jeff\u00a0 A Bilmes 1998 . A gentle tutorial of the EM algorithm and its application to parameter estimation for gaussian mixture and hidden markov models . International Computer Science Institute 4 , 510 (1998), 126 . Jeff\u00a0A Bilmes 1998. A gentle tutorial of the EM algorithm and its application to parameter estimation for gaussian mixture and hidden markov models. International Computer Science Institute 4, 510 (1998), 126.","journal-title":"International Computer Science Institute"},{"volume-title":"Computer Games","author":"Bindewald M","key":"e_1_3_2_2_6_1","unstructured":"Jason\u00a0 M Bindewald , Gilbert\u00a0 L Peterson , and Michael\u00a0 E Miller . 2017. Clustering-based online player modeling . In Computer Games . Springer , Cham , 86\u2013100. Jason\u00a0M Bindewald, Gilbert\u00a0L Peterson, and Michael\u00a0E Miller. 2017. Clustering-based online player modeling. In Computer Games. Springer, Cham, 86\u2013100."},{"volume-title":"Infinite reality: Avatars, eternal life, new worlds, and the dawn of the virtual revolution. William Morrow & Co","author":"Blascovich Jim","key":"e_1_3_2_2_7_1","unstructured":"Jim Blascovich and Jeremy Bailenson . 2011. Infinite reality: Avatars, eternal life, new worlds, and the dawn of the virtual revolution. William Morrow & Co , New York . Jim Blascovich and Jeremy Bailenson. 2011. Infinite reality: Avatars, eternal life, new worlds, and the dawn of the virtual revolution. William Morrow & Co, New York."},{"key":"e_1_3_2_2_8_1","volume-title":"Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a013(1). PKP Publishing Services","author":"Bunian Sara","year":"2017","unstructured":"Sara Bunian , Alessandro Canossa , Randy Colvin , and Magy\u00a0Seif El-Nasr . 2017 . Modeling individual differences in game behavior using HMM . In Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a013(1). PKP Publishing Services , Utah, USA, 158\u2013164. Sara Bunian, Alessandro Canossa, Randy Colvin, and Magy\u00a0Seif El-Nasr. 2017. Modeling individual differences in game behavior using HMM. In Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a013(1). PKP Publishing Services, Utah, USA, 158\u2013164."},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-015-9156-4"},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0014753"},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00180-007-0097-1"},{"key":"e_1_3_2_2_12_1","volume-title":"Robust sequential data modeling using an outlier tolerant hidden markov model","author":"Chatzis P","year":"2008","unstructured":"Sotirios\u00a0 P Chatzis , Dimitrios\u00a0 I Kosmopoulos , and Theodora\u00a0 A Varvarigou . 2008. Robust sequential data modeling using an outlier tolerant hidden markov model . IEEE transactions on pattern analysis and machine intelligence 31, 9( 2008 ), 1657\u20131669. Sotirios\u00a0P Chatzis, Dimitrios\u00a0I Kosmopoulos, and Theodora\u00a0A Varvarigou. 2008. Robust sequential data modeling using an outlier tolerant hidden markov model. IEEE transactions on pattern analysis and machine intelligence 31, 9(2008), 1657\u20131669."},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025596"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/CoDIT.2019.8820599"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2815595"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.psychres.2021.114062"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537280902917757"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.5555\/3320516.3320533"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0224761"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/CIG.2016.7860423"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/CIG.2012.6374152"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1002\/cplx.21731"},{"key":"e_1_3_2_2_23_1","unstructured":"Cees\u00a0H Elzinga. 2006. Sequence analysis: Metric representations of categorical time series. Sociological methods and research(2006).  Cees\u00a0H Elzinga. 2006. Sequence analysis: Metric representations of categorical time series. Sociological methods and research(2006)."},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1973.9030"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.obhdp.2004.11.002"},{"key":"e_1_3_2_2_26_1","volume-title":"The use of microworlds to study dynamic decision making. Computers in human behavior 21, 2","author":"Gonzalez Cleotilde","year":"2005","unstructured":"Cleotilde Gonzalez , Polina Vanyukov , and Michael\u00a0 K Martin . 2005. The use of microworlds to study dynamic decision making. Computers in human behavior 21, 2 ( 2005 ), 273\u2013286. Cleotilde Gonzalez, Polina Vanyukov, and Michael\u00a0K Martin. 2005. The use of microworlds to study dynamic decision making. Computers in human behavior 21, 2 (2005), 273\u2013286."},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1002\/sys.21409"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1177\/1046878118805515"},{"key":"e_1_3_2_2_29_1","article-title":"Agent-based participatory simulations: Merging multi-agent systems and role-playing games","volume":"9","author":"Guyot Paul","year":"2006","unstructured":"Paul Guyot and Shinichi Honiden . 2006 . Agent-based participatory simulations: Merging multi-agent systems and role-playing games . Journal of Artificial Societies and Social Simulation 9 , 4 (2006). Paul Guyot and Shinichi Honiden. 2006. Agent-based participatory simulations: Merging multi-agent systems and role-playing games. Journal of Artificial Societies and Social Simulation 9, 4 (2006).","journal-title":"Journal of Artificial Societies and Social Simulation"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1002\/j.2158-1592.2010.tb00144.x"},{"volume-title":"Triadic game design: Balancing reality, meaning and play","author":"Harteveld Casper","key":"e_1_3_2_2_31_1","unstructured":"Casper Harteveld . 2011. Triadic game design: Balancing reality, meaning and play . Springer Science & Business Media . Casper Harteveld. 2011. Triadic game design: Balancing reality, meaning and play. Springer Science & Business Media."},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0222023"},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/3145814"},{"key":"e_1_3_2_2_34_1","volume-title":"Medicine shortages: A commentary on causes and mitigation strategies. BMC medicine 14, 1","author":"Iyengar Swathi","year":"2016","unstructured":"Swathi Iyengar , Lisa Hedman , Gilles Forte , and Suzanne Hill . 2016. Medicine shortages: A commentary on causes and mitigation strategies. BMC medicine 14, 1 ( 2016 ), 1\u20133. Swathi Iyengar, Lisa Hedman, Gilles Forte, and Suzanne Hill. 2016. Medicine shortages: A commentary on causes and mitigation strategies. BMC medicine 14, 1 (2016), 1\u20133."},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1111\/poms.12654"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289588"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"crossref","unstructured":"Elena Katok. 2018. Designing and conducting laboratory experiments. The Handbook of Behavioral Operations(2018) 1\u201333.  Elena Katok. 2018. Designing and conducting laboratory experiments. The Handbook of Behavioral Operations(2018) 1\u201333.","DOI":"10.1002\/9781119138341.ch1"},{"key":"e_1_3_2_2_38_1","unstructured":"Leonard Kaufman and Peter\u00a0J Rousseeuw. 2008. Agglomerative nesting (program AGNES). Finding groups in data(2008) 199\u2013252.  Leonard Kaufman and Peter\u00a0J Rousseeuw. 2008. Agglomerative nesting (program AGNES). Finding groups in data(2008) 199\u2013252."},{"volume-title":"Finding groups in data: An introduction to cluster analysis. Vol.\u00a0344","author":"Kaufman Leonard","key":"e_1_3_2_2_39_1","unstructured":"Leonard Kaufman and Peter\u00a0 J Rousseeuw . 2009. Finding groups in data: An introduction to cluster analysis. Vol.\u00a0344 . John Wiley & Sons . Leonard Kaufman and Peter\u00a0J Rousseeuw. 2009. Finding groups in data: An introduction to cluster analysis. Vol.\u00a0344. John Wiley & Sons."},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3402942.3402962"},{"volume-title":"Behavioral operational research: Theory, methodology and practice","author":"Kunc Martin","key":"e_1_3_2_2_41_1","unstructured":"Martin Kunc , Jonathan Malpass , and Leroy White . 2016. Behavioral operational research: Theory, methodology and practice . Springer . Martin Kunc, Jonathan Malpass, and Leroy White. 2016. Behavioral operational research: Theory, methodology and practice. Springer."},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"crossref","unstructured":"Deborah Kunkel Zhifei Yan Peter\u00a0F Craigmile Mario Peruggia and Trisha Van\u00a0Zandt. 2020. Hierarchical hidden markov models for response time data. Computational Brain & Behavior(2020) 1\u201317.  Deborah Kunkel Zhifei Yan Peter\u00a0F Craigmile Mario Peruggia and Trisha Van\u00a0Zandt. 2020. Hierarchical hidden markov models for response time data. Computational Brain & Behavior(2020) 1\u201317.","DOI":"10.1007\/s42113-020-00076-w"},{"key":"e_1_3_2_2_43_1","volume-title":"Incorporating periodic variability in hidden markov models for animal movement. Movement ecology 5, 1","author":"Li Michael","year":"2017","unstructured":"Michael Li and Benjamin\u00a0 M Bolker . 2017. Incorporating periodic variability in hidden markov models for animal movement. Movement ecology 5, 1 ( 2017 ), 1\u201312. Michael Li and Benjamin\u00a0M Bolker. 2017. Incorporating periodic variability in hidden markov models for animal movement. Movement ecology 5, 1 (2017), 1\u201312."},{"volume-title":"The organisation of transactions: Studying supply networks using gaming simulation. Vol.\u00a06","author":"Meijer Sebastiaan","key":"e_1_3_2_2_44_1","unstructured":"Sebastiaan Meijer . 2009. The organisation of transactions: Studying supply networks using gaming simulation. Vol.\u00a06 . Wageningen Academic Pub . Sebastiaan Meijer. 2009. The organisation of transactions: Studying supply networks using gaming simulation. Vol.\u00a06. Wageningen Academic Pub."},{"key":"e_1_3_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/3383668.3419889"},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3382996"},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376571"},{"key":"e_1_3_2_2_48_1","volume-title":"A systematic review of hidden markov models and their applications. Archives of Computational Methods in Engineering","author":"Mor Bhavya","year":"2020","unstructured":"Bhavya Mor , Sunita Garhwal , and Ajay Kumar . 2020. A systematic review of hidden markov models and their applications. Archives of Computational Methods in Engineering ( 2020 ), 1\u201320. Bhavya Mor, Sunita Garhwal, and Ajay Kumar. 2020. A systematic review of hidden markov models and their applications. Archives of Computational Methods in Engineering (2020), 1\u201320."},{"key":"e_1_3_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1111\/poms.12343"},{"key":"e_1_3_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1080\/09537280600866587"},{"key":"e_1_3_2_2_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2016.10.632"},{"key":"e_1_3_2_2_52_1","unstructured":"Aline Normoyle and Shane\u00a0T Jensen. 2021. Bayesian learning of play styles in multiplayer video games. arXiv preprint arXiv:2112.07437(2021).  Aline Normoyle and Shane\u00a0T Jensen. 2021. Bayesian learning of play styles in multiplayer video games. arXiv preprint arXiv:2112.07437(2021)."},{"key":"e_1_3_2_2_53_1","volume-title":"AIIDE workshop on Artificial Intelligence for Strategy Games.","author":"Partlan Nathan","year":"2019","unstructured":"Nathan Partlan , Abdelrahman Madkour , Chaima Jemmali , Josh\u00a0Aaron Miller , Christoffer Holmg\u00e5rd , and Magy\u00a0Seif El-Nasr . 2019 . Player imitation for build actions in a real-time strategy game . In AIIDE workshop on Artificial Intelligence for Strategy Games. Nathan Partlan, Abdelrahman Madkour, Chaima Jemmali, Josh\u00a0Aaron Miller, Christoffer Holmg\u00e5rd, and Magy\u00a0Seif El-Nasr. 2019. Player imitation for build actions in a real-time strategy game. In AIIDE workshop on Artificial Intelligence for Strategy Games."},{"key":"e_1_3_2_2_54_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0119322"},{"key":"e_1_3_2_2_55_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/3242671.3242706"},{"key":"e_1_3_2_2_57_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(96)00378-5"},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.1109\/5.18626"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2017.2749215"},{"key":"e_1_3_2_2_60_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp2006141"},{"key":"e_1_3_2_2_61_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10956-016-9616-6"},{"key":"e_1_3_2_2_62_1","unstructured":"Victoria Rees. 2020. EMA announces measures to manage drug shortages due to COVID-19. https:\/\/www.europeanpharmaceuticalreview.com\/news\/115123\/ema-announces-measures-to-manage-drug-shortages-as-result-of-covid-19\/  Victoria Rees. 2020. EMA announces measures to manage drug shortages due to COVID-19. https:\/\/www.europeanpharmaceuticalreview.com\/news\/115123\/ema-announces-measures-to-manage-drug-shortages-as-result-of-covid-19\/"},{"key":"e_1_3_2_2_63_1","unstructured":"Robert Roos. 2020. Experts say COVID-19 will likely lead to US drug shortages. https:\/\/www.cidrap.umn.edu\/news-perspective\/2020\/03\/experts-say-covid-19-will-likely-lead-us-drug-shortages  Robert Roos. 2020. Experts say COVID-19 will likely lead to US drug shortages. https:\/\/www.cidrap.umn.edu\/news-perspective\/2020\/03\/experts-say-covid-19-will-likely-lead-us-drug-shortages"},{"key":"e_1_3_2_2_64_1","unstructured":"Johnny Salda\u00f1a. 2021. The coding manual for qualitative researchers. sage.  Johnny Salda\u00f1a. 2021. The coding manual for qualitative researchers. sage."},{"key":"e_1_3_2_2_65_1","volume-title":"Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a017","author":"Shergadwala N","year":"2021","unstructured":"Murtuza\u00a0 N Shergadwala , Zhaoqing Teng , and Magy\u00a0Seif El-Nasr . 2021 . Can we infer player behavior tendencies from a player\u2019s decision-making data? Integrating theory of mind to player modeling . In Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a017 . 195\u2013202. Murtuza\u00a0N Shergadwala, Zhaoqing Teng, and Magy\u00a0Seif El-Nasr. 2021. Can we infer player behavior tendencies from a player\u2019s decision-making data? Integrating theory of mind to player modeling. In Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, Vol.\u00a017. 195\u2013202."},{"key":"e_1_3_2_2_66_1","doi-asserted-by":"publisher","DOI":"10.1145\/3337722.3337756"},{"volume-title":"Fundamentals of supply chain theory","author":"Snyder V","key":"e_1_3_2_2_67_1","unstructured":"Lawrence\u00a0 V Snyder and Zuo- Jun\u00a0Max Shen . 2011. Fundamentals of supply chain theory . Wiley Online Library . Lawrence\u00a0V Snyder and Zuo-Jun\u00a0Max Shen. 2011. Fundamentals of supply chain theory. Wiley Online Library."},{"key":"e_1_3_2_2_68_1","volume-title":"Modeling managerial behavior: Misperceptions of feedback in a dynamic decision making experiment. Management science 35, 3","author":"Sterman D","year":"1989","unstructured":"John\u00a0 D Sterman . 1989. Modeling managerial behavior: Misperceptions of feedback in a dynamic decision making experiment. Management science 35, 3 ( 1989 ), 321\u2013339. John\u00a0D Sterman. 1989. Modeling managerial behavior: Misperceptions of feedback in a dynamic decision making experiment. Management science 35, 3 (1989), 321\u2013339."},{"key":"e_1_3_2_2_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jom.2015.07.002"},{"key":"e_1_3_2_2_70_1","doi-asserted-by":"publisher","DOI":"10.1109\/CIG.2016.7860444"},{"key":"e_1_3_2_2_71_1","doi-asserted-by":"publisher","DOI":"10.5555\/3014589.3014603"},{"key":"e_1_3_2_2_72_1","volume-title":"Americans are stocking up on toilet paper again. Wall Street Journal (Aug","author":"Kang Jaewon","year":"2021","unstructured":"Jaewon Kang and\u00a0 Sharon Terlep . 2021. Americans are stocking up on toilet paper again. Wall Street Journal (Aug . 2021 ). https:\/\/www.wsj.com\/articles\/americans-are-stocking-up-on-toilet-paper-again-11630431042 Jaewon Kang and\u00a0Sharon Terlep. 2021. Americans are stocking up on toilet paper again. Wall Street Journal (Aug. 2021). https:\/\/www.wsj.com\/articles\/americans-are-stocking-up-on-toilet-paper-again-11630431042"},{"key":"e_1_3_2_2_73_1","volume-title":"Behavioural research in logistics and supply chain management. The International Journal of Logistics Management","author":"Tokar Travis","year":"2010","unstructured":"Travis Tokar . 2010. Behavioural research in logistics and supply chain management. The International Journal of Logistics Management ( 2010 ). Travis Tokar. 2010. Behavioural research in logistics and supply chain management. The International Journal of Logistics Management (2010)."},{"key":"e_1_3_2_2_74_1","doi-asserted-by":"publisher","DOI":"10.1111\/poms.12430"},{"key":"e_1_3_2_2_75_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpt.1934"},{"key":"e_1_3_2_2_76_1","doi-asserted-by":"publisher","DOI":"10.1080\/24725854.2019.1646441"},{"key":"e_1_3_2_2_77_1","volume-title":"Results of beer game trials played by natural resource managers versus students: Does age influence ordering decisions?Systems 8, 4","author":"Turner L","year":"2020","unstructured":"Benjamin\u00a0 L Turner , Michael Goodman , Rick Machen , Clay Mathis , Ryan Rhoades , and Barry Dunn . 2020. Results of beer game trials played by natural resource managers versus students: Does age influence ordering decisions?Systems 8, 4 ( 2020 ), 37. Benjamin\u00a0L Turner, Michael Goodman, Rick Machen, Clay Mathis, Ryan Rhoades, and Barry Dunn. 2020. Results of beer game trials played by natural resource managers versus students: Does age influence ordering decisions?Systems 8, 4 (2020), 37."},{"key":"e_1_3_2_2_78_1","volume-title":"Judgment under uncertainty: Heuristics and biases. science 185, 4157","author":"Tversky Amos","year":"1974","unstructured":"Amos Tversky and Daniel Kahneman . 1974. Judgment under uncertainty: Heuristics and biases. science 185, 4157 ( 1974 ), 1124\u20131131. Amos Tversky and Daniel Kahneman. 1974. Judgment under uncertainty: Heuristics and biases. science 185, 4157 (1974), 1124\u20131131."},{"key":"e_1_3_2_2_79_1","doi-asserted-by":"publisher","DOI":"10.1177\/1046878116683578"},{"key":"e_1_3_2_2_80_1","doi-asserted-by":"publisher","DOI":"10.2753\/MIS0742-1222240410"},{"key":"e_1_3_2_2_81_1","doi-asserted-by":"crossref","first-page":"e0165183","DOI":"10.1371\/journal.pone.0165183","article-title":"Current situation, determinants, and solutions to drug shortages in Shaanxi Province, China: A qualitative study","volume":"11","author":"Yang Caijun","year":"2016","unstructured":"Caijun Yang , Lina Wu , Wenfang Cai , Wenwen Zhu , Qian Shen , Zongjie Li , and Yu Fang . 2016 . Current situation, determinants, and solutions to drug shortages in Shaanxi Province, China: A qualitative study . PLoS One 11 , 10 (2016), e0165183 . Caijun Yang, Lina Wu, Wenfang Cai, Wenwen Zhu, Qian Shen, Zongjie Li, and Yu Fang. 2016. Current situation, determinants, and solutions to drug shortages in Shaanxi Province, China: A qualitative study. PLoS One 11, 10 (2016), e0165183.","journal-title":"PLoS One"},{"key":"e_1_3_2_2_82_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108120"},{"key":"e_1_3_2_2_83_1","unstructured":"Georgios\u00a0N Yannakakis Pieter Spronck Daniele Loiacono and Elisabeth Andr\u00e9. 2013. Player modeling. (2013).  Georgios\u00a0N Yannakakis Pieter Spronck Daniele Loiacono and Elisabeth Andr\u00e9. 2013. Player modeling. (2013)."},{"volume-title":"Pharmaceutical Supply Chains-Medicines Shortages","author":"Yaroson Emilia\u00a0Vann","key":"e_1_3_2_2_84_1","unstructured":"Emilia\u00a0Vann Yaroson , Liz Breen , Jiachen Hou , and Julie Sowter . 2019. Resilience strategies and the pharmaceutical supply chain: the role of agility in mitigating drug shortages . In Pharmaceutical Supply Chains-Medicines Shortages . Springer , 249\u2013256. Emilia\u00a0Vann Yaroson, Liz Breen, Jiachen Hou, and Julie Sowter. 2019. Resilience strategies and the pharmaceutical supply chain: the role of agility in mitigating drug shortages. In Pharmaceutical Supply Chains-Medicines Shortages. Springer, 249\u2013256."},{"key":"e_1_3_2_2_85_1","doi-asserted-by":"publisher","DOI":"10.3390\/su12125004"}],"event":{"name":"CHI '22: CHI Conference on Human Factors in Computing Systems","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"],"location":"New Orleans LA USA","acronym":"CHI '22"},"container-title":["CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3491102.3502089","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3491102.3502089","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3491102.3502089","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:31:22Z","timestamp":1750188682000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3491102.3502089"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,29]]},"references-count":85,"alternative-id":["10.1145\/3491102.3502089","10.1145\/3491102"],"URL":"https:\/\/doi.org\/10.1145\/3491102.3502089","relation":{},"subject":[],"published":{"date-parts":[[2022,4,29]]}}}