{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T03:14:30Z","timestamp":1783394070871,"version":"3.54.6"},"publisher-location":"Cham","reference-count":10,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032314062","type":"print"},{"value":"9783032314079","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\/978-3-032-31407-9_19","type":"book-chapter","created":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T02:26:02Z","timestamp":1783391162000},"page":"292-303","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Modeling Opinion Formation in LLMs as a Social and Sequential Process"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-7057-5244","authenticated-orcid":false,"given":"Iuliia","family":"Leonova","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1032-5223","authenticated-orcid":false,"given":"Denis","family":"Fedyanin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,7]]},"reference":[{"key":"19_CR1","unstructured":"Niimi, J.: Reference points in LLM sentiment analysis: the role of structured context. arXiv preprint arXiv:2508.11454 (2025)"},{"key":"19_CR2","unstructured":"Nurlanuly, A.T.: Sentiment analysis of texts from social networks based on machine learning methods for monitoring public sentiment. arXiv preprint arXiv:2502.17143 (2025)"},{"issue":"4","key":"19_CR3","doi-asserted-by":"publisher","first-page":"923","DOI":"10.3758\/s13415-025-01285-1","volume":"25","author":"M Yoo","year":"2025","unstructured":"Yoo, M., et al.: People display consistent recency and primacy effects in behavior and neural activity across perceptual and value-based judgments. Cogn. Affect. Behav. Neurosci. 25(4), 923\u2013940 (2025)","journal-title":"Cogn. Affect. Behav. Neurosci."},{"key":"19_CR4","doi-asserted-by":"crossref","unstructured":"Nakabayashi, K., Liu, C.H.: Development of holistic vs. featural processing in face recognition. Front. Hum. Neurosci. 8, 831 (2014)","DOI":"10.3389\/fnhum.2014.00831"},{"key":"19_CR5","doi-asserted-by":"publisher","first-page":"35030","DOI":"10.1038\/s41598-025-22290-x","volume":"15","author":"M Huff","year":"2025","unstructured":"Huff, M., Ulakci, E.: Judgments of learning distinguish humans from large language models in predicting memory. Sci. Rep. 15, 35030 (2025)","journal-title":"Sci. Rep."},{"key":"19_CR6","unstructured":"Hashemi, F., Macy, M.: Collective social behaviors in LLMs: an analysis of LLMs social networks. In: Proceedings of the International Conference on Machine Learning (ICML) (2025)"},{"key":"19_CR7","doi-asserted-by":"crossref","unstructured":"Chuang, Y.-S., et al.: Simulating opinion dynamics with networks of LLM-based agents. arXiv preprint arXiv:2311.09618 (2024)","DOI":"10.18653\/v1\/2024.findings-naacl.211"},{"key":"19_CR8","unstructured":"Yin, H., Vardi, S., Choudhary, V.: Fragile preferences: a deep dive into order effects in large language models. arXiv preprint arXiv:2506.14092 (2025)"},{"key":"19_CR9","unstructured":"An, C., et al.: Next-token prediction task assumes optimal data ordering for LLM training in proof generation. arXiv preprint arXiv:2411.00863 (2024)"},{"key":"19_CR10","doi-asserted-by":"crossref","unstructured":"Cook, T.R., Kazinnik, S.: Social group bias in AI finance. arXiv preprint arXiv:2506.17490 (2025)","DOI":"10.2139\/ssrn.5287153"}],"container-title":["Lecture Notes in Computer Science","Social Computing and Social Media"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-31407-9_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T02:26:11Z","timestamp":1783391171000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-31407-9_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032314062","9783032314079"],"references-count":10,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-31407-9_19","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":"7 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Montreal, QC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","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":"26 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2026.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}