{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,26]],"date-time":"2025-12-26T07:15:16Z","timestamp":1766733316809,"version":"3.46.0"},"publisher-location":"New York, NY, USA","reference-count":15,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,3,18]],"date-time":"2024-03-18T00:00:00Z","timestamp":1710720000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100006374","name":"NSF (National Science Foundation)","doi-asserted-by":"publisher","award":["1829752, 1924059"],"award-info":[{"award-number":["1829752, 1924059"]}],"id":[{"id":"10.13039\/501100006374","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,3,18]]},"DOI":"10.1145\/3640544.3645231","type":"proceedings-article","created":{"date-parts":[[2024,4,5]],"date-time":"2024-04-05T18:21:08Z","timestamp":1712341268000},"page":"54-57","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Assistant Dashboard Plus \u2013 Enhancing an Existing Instructor Dashboard with Difficulty Detection and GPT-based Code Clustering"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8492-5128","authenticated-orcid":false,"given":"Samuel D","family":"George","sequence":"first","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-9399-0660","authenticated-orcid":false,"given":"Tao","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-3187-2792","authenticated-orcid":false,"given":"Chandler","family":"Robinson","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-9572-0923","authenticated-orcid":false,"given":"Gabriel","family":"Schell","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-0002-1891","authenticated-orcid":false,"given":"Wei","family":"Shan","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-7454-686X","authenticated-orcid":false,"given":"Ziqian","family":"Zhao","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-6034-8840","authenticated-orcid":false,"given":"Zeqi","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6212-7937","authenticated-orcid":false,"given":"Prasun","family":"Dewan","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of North Carolina at Chapel Hill, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,4,5]]},"reference":[{"key":"e_1_3_2_2_1_1","unstructured":"Nick Anderson. [n. d.]. College is remade as tech majors surge and humanities dwindle. The Washington Post ([n. d.]). https:\/\/www.washingtonpost.com\/education\/2023\/05\/19\/college-majors-computer-science-humanities\/ Accessed: 2024-01-06."},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/CHASE.2009.5071403"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","unstructured":"Jason Carter and Prasun Dewan. 2015. Mining Programming Activity to Promote Help. 23\u201342. https:\/\/doi.org\/10.1007\/978-3-319-20499-4_2","DOI":"10.1007\/978-3-319-20499-4_2"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3027385.3027441"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2699751"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2807442.2807469"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/FIE56618.2022.9962751"},{"key":"e_1_3_2_2_8_1","unstructured":"Yiheng Liu Tianle Han Siyuan Ma Jiayue Zhang Yuanyuan Yang Jiaming Tian Hao He Antong Li Mengshen He Zhengliang Liu Zihao Wu Dajiang Zhu Xiang Li Ning Qiang Dingang Shen Tianming Liu and Bao Ge. 2023. Summary of ChatGPT\/GPT-4 Research and Perspective Towards the Future of Large Language Models. arxiv:2304.01852\u00a0[cs.CL]"},{"volume-title":"Proceedings of the 12th International Conference on Educational Data Mining (EDM 2019)","author":"Mao Y.","key":"e_1_3_2_2_9_1","unstructured":"Y. Mao. [n. d.]. One minute is enough: Early Prediction of Student Success and Event-level Difficulty during Novice Programming Tasks. In: Proceedings of the 12th International Conference on Educational Data Mining (EDM 2019) ([n. d.]). https:\/\/par.nsf.gov\/biblio\/10136495"},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/1539024.1508929"},{"key":"e_1_3_2_2_11_1","unstructured":"Natasha Singer. [n. d.]. The Hard Part of Computer Science? Getting Into Class. The New York Times ([n. d.]). https:\/\/www.nytimes.com\/2019\/01\/24\/technology\/computer-science-courses-college.html Accessed: 2024-01-06."},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3017680.3017800"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3328778.3372547"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3051457.3051469"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581516"}],"event":{"name":"IUI '24: 29th International Conference on Intelligent User Interfaces","sponsor":["SIGAI ACM Special Interest Group on Artificial Intelligence","SIGCHI ACM Special Interest Group on Computer-Human Interaction"],"location":"Greenville SC USA","acronym":"IUI '24"},"container-title":["Companion Proceedings of the 29th International Conference on Intelligent User Interfaces"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3640544.3645231","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3640544.3645231","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:52:00Z","timestamp":1764550320000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3640544.3645231"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,3,18]]},"references-count":15,"alternative-id":["10.1145\/3640544.3645231","10.1145\/3640544"],"URL":"https:\/\/doi.org\/10.1145\/3640544.3645231","relation":{},"subject":[],"published":{"date-parts":[[2024,3,18]]},"assertion":[{"value":"2024-04-05","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}