{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T14:21:16Z","timestamp":1773325276406,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":8,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819570713","type":"print"},{"value":"9789819570720","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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":[[2026]]},"DOI":"10.1007\/978-981-95-7072-0_45","type":"book-chapter","created":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T00:09:30Z","timestamp":1773274170000},"page":"651-658","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["RAGCD: Relation-Aware Graph for\u00a0Cognitive Diagnosis"],"prefix":"10.1007","author":[{"given":"Xinwei","family":"He","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiwei","family":"Cai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fanzhi","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuexia","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiangyu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,4,1]]},"reference":[{"issue":"2","key":"45_CR1","first-page":"309","volume":"11","author":"T Nguyen","year":"2015","unstructured":"Nguyen, T.: The effectiveness of online learning: beyond no significant difference and future horizons. MERLOT J. Online Learn. Teach. 11(2), 309\u2013319 (2015)","journal-title":"MERLOT J. Online Learn. Teach."},{"key":"45_CR2","doi-asserted-by":"crossref","unstructured":"Embretson, S.E. Reise, S.P.: Item Response Theory for Psychologists. Psychology Press (2013)","DOI":"10.4324\/9781410605269"},{"key":"45_CR3","doi-asserted-by":"crossref","unstructured":"Tong, S. et\u00a0al.: Incremental cognitive diagnosis for intelligent education. In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pp. 1760\u20131770 (2022)","DOI":"10.1145\/3534678.3539399"},{"key":"45_CR4","doi-asserted-by":"crossref","unstructured":"Huang, Z., et\u00a0al.: Exploring multi-objective exercise recommendations in online education systems. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management, pp. 1261\u20131270 (2019)","DOI":"10.1145\/3357384.3357995"},{"issue":"4","key":"45_CR5","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1080\/00461520.2011.611369","volume":"46","author":"K VanLehn","year":"2011","unstructured":"VanLehn, K.: The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems. Educ. Psychol. 46(4), 197\u2013221 (2011)","journal-title":"Educ. Psychol."},{"key":"45_CR6","doi-asserted-by":"crossref","unstructured":"Wang, F., et\u00a0al.: Neural cognitive diagnosis for intelligent education systems. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a034, pp. 6153\u20136161 (2020)","DOI":"10.1609\/aaai.v34i04.6080"},{"key":"45_CR7","doi-asserted-by":"crossref","unstructured":"Lord, F.: A theory of test scores. Psychometric monographs (1952)","DOI":"10.1002\/j.2333-8504.1952.tb00926.x"},{"key":"45_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v048.i06","volume":"48","author":"RP Chalmers","year":"2012","unstructured":"Chalmers, R.P.: MIRT: a multidimensional item response theory package for the r environment. J. Stat. Softw. 48, 1\u201329 (2012)","journal-title":"J. Stat. Softw."}],"container-title":["Lecture Notes in Computer Science","PRICAI 2025: Trends in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-7072-0_45","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T00:09:32Z","timestamp":1773274172000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-7072-0_45"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9789819570713","9789819570720"],"references-count":8,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-7072-0_45","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 April 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PRICAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific Rim International Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Wellington","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"New Zealand","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 November 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21 November 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pricai2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.pricai.org\/2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}