{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:34:26Z","timestamp":1767321266913,"version":"3.48.0"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032133410","type":"print"},{"value":"9783032133427","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\/978-3-032-13342-7_9","type":"book-chapter","created":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:30:14Z","timestamp":1767321014000},"page":"97-107","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["LLM-Powered Recommendations: a\u00a0Case Study in\u00a0Renewable Energy Communities"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-1882-9556","authenticated-orcid":false,"given":"Bianca Maria","family":"Deconcini","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-9051-386X","authenticated-orcid":false,"given":"Giulia","family":"Coucourde","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2948-5622","authenticated-orcid":false,"given":"Luca","family":"Console","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Malek","family":"Anouti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giorgio","family":"Gaudio","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michele","family":"Visciola","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,1,2]]},"reference":[{"key":"9_CR1","doi-asserted-by":"crossref","unstructured":"Cremonesi, P., Garzotto, F., Turrin, R.: Investigating the persuasion potential of recommender systems from a quality perspective: an empirical study. ACM Trans. Interact. Intell. Syst. 2, 11:1\u201311:41 (2012). https:\/\/api.semanticscholar.org\/CorpusID:7132584","DOI":"10.1145\/2209310.2209314"},{"key":"9_CR2","doi-asserted-by":"publisher","unstructured":"Deconcini, B.: Personal values and community-centric environmental recommender systems: enhancing sustainability through user engagement, pp. 1342\u20131347 (10 2024). https:\/\/doi.org\/10.1145\/3640457.3688018","DOI":"10.1145\/3640457.3688018"},{"key":"9_CR3","doi-asserted-by":"publisher","unstructured":"Deconcini, B.M., Coucourde, G., Console, L., Anouti, M., Gaudio, G., Visciola, M.: Beyond utility in recommender systems: leveraging LLMs for enhanced user experiences. In: Proceedings of 16th Biannual Conference of the Italian SIGCHI Chapter. CHItaly \u201925 (2025). https:\/\/doi.org\/10.1145\/3750069.3750097","DOI":"10.1145\/3750069.3750097"},{"key":"9_CR4","unstructured":"Deconcini, B.M., Coucourde, G., Console, L., Anouti, M., Gaudio, G., Visciola, M.: Recommender systems for renewable energy communities: tailoring LLM-powered recommendations to user personal values and literacy. In: Proceedings of the 13th International Workshop on Behavior Change Support Systems, CEUR Workshop Proceedings, Limassol, Cyrpus (2025)"},{"key":"9_CR5","doi-asserted-by":"crossref","unstructured":"Deldjoo, Y., et al.: A review of modern recommender systems using generative models (gen-recsys) (2024). https:\/\/arxiv.org\/abs\/2404.00579","DOI":"10.1145\/3637528.3671474"},{"key":"9_CR6","doi-asserted-by":"publisher","unstructured":"Felfernig, A., et al.: Recommender systems for sustainability: overview and research issues. Front. Big Data 6 (2023). https:\/\/doi.org\/10.3389\/fdata.2023.1284511","DOI":"10.3389\/fdata.2023.1284511"},{"key":"9_CR7","doi-asserted-by":"publisher","unstructured":"Frederiks, E.R., Stenner, K., Hobman, E.V.: Household energy use: applying behavioural economics to understand consumer decision-making and behaviour. Renew. Sustain. Energy Rev. 41, 1385\u20131394 (2015). https:\/\/doi.org\/10.1016\/j.rser.2014.09.026, https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1364032114007990","DOI":"10.1016\/j.rser.2014.09.026"},{"key":"9_CR8","doi-asserted-by":"publisher","unstructured":"Lowitzsch, J., Hoicka, C., van Tulder, F.: Renewable energy communities under the 2019 European clean energy package \u2013 governance model for the energy clusters of the future? Renew. Sustain. Energy Rev. 122, 109489 (2020). https:\/\/doi.org\/10.1016\/j.rser.2019.109489, https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1364032119306975","DOI":"10.1016\/j.rser.2019.109489"},{"issue":"1","key":"9_CR9","doi-asserted-by":"publisher","first-page":"4692","DOI":"10.1038\/s41598-024-53755-0","volume":"14","author":"SC Matz","year":"2024","unstructured":"Matz, S.C., Teeny, J.D., Vaid, S.S., Peters, H., Harari, G.M., Cerf, M.: The potential of generative AI for personalized persuasion at scale. Sci. Rep. 14(1), 4692 (2024)","journal-title":"Sci. Rep."},{"key":"9_CR10","unstructured":"Rogiers, A., Noels, S., Buyl, M., De\u00a0Bie, T.: Persuasion with large language models: a survey. arXiv preprint arXiv:2411.06837 (2024)"},{"key":"9_CR11","doi-asserted-by":"crossref","unstructured":"Salvi, F., Horta\u00a0Ribeiro, M., Gallotti, R., West, R.: On the conversational persuasiveness of GPT-4. Nat. Hum. Behav. 1\u20139 (2025)","DOI":"10.1038\/s41562-025-02194-6"},{"key":"9_CR12","doi-asserted-by":"publisher","unstructured":"Starke, A., Willemsen, M., Snijders, C.: Using explanations as energy-saving frames: a user-centric recommender study, pp. 229\u2013237 (2021). https:\/\/doi.org\/10.1145\/3450614.3464477","DOI":"10.1145\/3450614.3464477"},{"key":"9_CR13","doi-asserted-by":"publisher","unstructured":"Starke, A.D., Willemsen, M.C., Snijders, C.: With a little help from my peers: depicting social norms in a recommender interface to promote energy conservation. In: Proceedings of the 25th International Conference on Intelligent User Interfaces. IUI \u201920, pp. 568\u2013578. Association for Computing Machinery, New York, NY, USA (2020). https:\/\/doi.org\/10.1145\/3377325.3377518","DOI":"10.1145\/3377325.3377518"},{"key":"9_CR14","doi-asserted-by":"crossref","unstructured":"Symeonidis, P., Nanopoulos, A., Manolopoulos, Y.: Providing justifications in recommender systems. IEEE Trans. Syst. Man Cybern. - Part A: Syst. Hum. 38, 1262\u20131272 (2008). https:\/\/api.semanticscholar.org\/CorpusID:871294","DOI":"10.1109\/TSMCA.2008.2003969"},{"key":"9_CR15","unstructured":"Thaler, R.H., Sunstein, C.R.: Nudge: The Final Edition. Penguin (2021)"}],"container-title":["Communications in Computer and Information Science","Recommender Systems for Sustainability and Social Good"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-13342-7_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:30:16Z","timestamp":1767321016000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-13342-7_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032133410","9783032133427"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-13342-7_9","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2 January 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"RecSoGood","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Recommender Systems for Sustainability and Social Good","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Prague","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Czech Republic","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":"26 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"recsogood2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/recsogood.github.io\/recsogood25\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}