{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T07:47:06Z","timestamp":1782546426738,"version":"3.54.5"},"publisher-location":"Cham","reference-count":11,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032297594","type":"print"},{"value":"9783032297600","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,6,28]],"date-time":"2026-06-28T00:00:00Z","timestamp":1782604800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,6,28]],"date-time":"2026-06-28T00:00:00Z","timestamp":1782604800000},"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":[[2027]]},"DOI":"10.1007\/978-3-032-29760-0_42","type":"book-chapter","created":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T07:08:23Z","timestamp":1782544103000},"page":"380-388","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["From Rule-Based to LLM-Based Agents: A Calibrated Simulation Framework for Classroom Social Networks"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0913-4641","authenticated-orcid":false,"given":"Kyosuke","family":"Takami","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0817-0720","authenticated-orcid":false,"given":"Masahiko","family":"Haruno","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,6,28]]},"reference":[{"issue":"1","key":"42_CR1","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1111\/j.1467-8624.2010.01564.x","volume":"82","author":"JA Durlak","year":"2011","unstructured":"Durlak, J.A., Weissberg, R.P., Dymnicki, A.B., Taylor, R.D., Schellinger, K.B.: The impact of enhancing students\u2019 social and emotional learning: a meta-analysis of school-based universal interventions. Child Dev. 82(1), 405\u2013432 (2011). https:\/\/doi.org\/10.1111\/j.1467-8624.2010.01564.x","journal-title":"Child Dev."},{"issue":"4","key":"42_CR2","doi-asserted-by":"publisher","first-page":"1751","DOI":"10.1007\/s10758-024-09775-w","volume":"29","author":"O Erstad","year":"2024","unstructured":"Erstad, O., \u010cernochov\u00e1, M., Knezek, G., Furuta, T., Takami, K., Liang, C.: Social and emotional modes of learning within digital ecosystems: Emerging research agendas. Technol. Knowl. Learn. 29(4), 1751\u20131766 (2024). https:\/\/doi.org\/10.1007\/s10758-024-09775-w","journal-title":"Technol. Knowl. Learn."},{"issue":"5915","key":"42_CR3","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1126\/science.1167742","volume":"323","author":"D Lazer","year":"2009","unstructured":"Lazer, D., et al.: Computational social science. Science 323(5915), 721\u2013723 (2009). https:\/\/doi.org\/10.1126\/science.1167742","journal-title":"Science"},{"key":"42_CR4","doi-asserted-by":"publisher","DOI":"10.1515\/9781400842872","volume-title":"Generative Social Science: Studies in Agent-Based Computational Modeling","author":"JM Epstein","year":"2012","unstructured":"Epstein, J.M.: Generative Social Science: Studies in Agent-Based Computational Modeling. Princeton University Press, Princeton (2012)"},{"key":"42_CR5","doi-asserted-by":"publisher","DOI":"10.2307\/jj.28274141","volume-title":"Agent-Based and Individual-Based Modeling: A Practical Introduction","author":"SF Railsback","year":"2019","unstructured":"Railsback, S.F., Grimm, V.: Agent-Based and Individual-Based Modeling: A Practical Introduction. Princeton University Press, Princeton (2019)"},{"issue":"1","key":"42_CR6","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1016\/j.socnet.2009.02.004","volume":"32","author":"TAB Snijders","year":"2010","unstructured":"Snijders, T.A.B., van de Bunt, G.G., Steglich, C.E.G.: Introduction to stochastic actor-based models for network dynamics. Soc. Netw. 32(1), 44\u201360 (2010). https:\/\/doi.org\/10.1016\/j.socnet.2009.02.004","journal-title":"Soc. Netw."},{"key":"42_CR7","doi-asserted-by":"publisher","DOI":"10.1016\/j.lindif.2023.102274","volume":"103","author":"E Kasneci","year":"2023","unstructured":"Kasneci, E., Sessler, K., K\u00fcchemann, S., Bannert, M., Dementieva, D., Fischer, F., et al.: ChatGPT for good? On opportunities and challenges of large language models for education. Learn. Individ. Differ. 103, 102274 (2023). https:\/\/doi.org\/10.1016\/j.lindif.2023.102274","journal-title":"Learn. Individ. Differ."},{"key":"42_CR8","doi-asserted-by":"crossref","unstructured":"Park, J.S., O\u2019Brien, J., Cai, C.J., Morris, M.R., Liang, P., Bernstein, M.S.: Generative agents: interactive simulacra of human behavior. arXiv preprint arXiv:2304.03442 (2023)","DOI":"10.1145\/3586183.3606763"},{"key":"42_CR9","unstructured":"Aher, G.V., Arriaga, R.I., Kalai, A.T.: Using large language models to simulate multiple humans. arXiv preprint arXiv:2208.10264 (2022)"},{"key":"42_CR10","doi-asserted-by":"crossref","unstructured":"John, O.P., Donahue, E.M., Kentle, R. L.: Big Five Inventory. University of California, Berkeley, Institute of Personality and Social Research, Berkeley (1991)","DOI":"10.1037\/t07550-000"},{"key":"42_CR11","doi-asserted-by":"publisher","unstructured":"Ayako, I., Hitoshi, M.: Construction Of The Classroom Climate Inventory. Japanese J. Educat. Psychol. 49(4), 449\u2013457. https:\/\/doi.org\/10.5926\/jjep1953.49.4_449","DOI":"10.5926\/jjep1953.49.4_449"}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence in Education"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-29760-0_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T07:08:25Z","timestamp":1782544105000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-29760-0_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,28]]},"ISBN":["9783032297594","9783032297600"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-29760-0_42","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,28]]},"assertion":[{"value":"28 June 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests."}},{"value":"AIED","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Artificial Intelligence in Education","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Seoul","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Korea (Republic of)","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 June 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aied2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.aied-conference.org\/2026","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}