{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T01:03:18Z","timestamp":1779757398476,"version":"3.53.1"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:00:00Z","timestamp":1775606400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T00:00:00Z","timestamp":1779753600000},"content-version":"vor","delay-in-days":48,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"The Fundamental Research Program of Shanxi Province","award":["202403021221190"],"award-info":[{"award-number":["202403021221190"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["71971190"],"award-info":[{"award-number":["71971190"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Comput Intell Syst"],"DOI":"10.1007\/s44196-026-01175-5","type":"journal-article","created":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T14:35:15Z","timestamp":1775658915000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Large Scale Group Decision-Making Method Based on the WeChat-Like Platform and Its Application in Artwork Evaluation"],"prefix":"10.1007","volume":"19","author":[{"given":"Yingtian","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shengli","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cuiping","family":"Wei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,4,8]]},"reference":[{"key":"1175_CR1","doi-asserted-by":"crossref","unstructured":"Bondy, J.A., Murty, U.S.R.: Graph Theory with Applications. The Macmilan Press LTD (1976)","DOI":"10.1007\/978-1-349-03521-2"},{"key":"1175_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2025.113339","volume":"164","author":"TQ Deng","year":"2026","unstructured":"Deng, T.Q., Wang, C.Y., Wang, W.J., Zhan, J.M.: Behavioral three-way decision based multi-attribute decision-making for credible hesitant fuzzy information systems. Eng. Appl. Artif. Intell. 164, 113339 (2026)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"1175_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.dss.2016.01.002","volume":"84","author":"YC Dong","year":"2016","unstructured":"Dong, Y.C., Zhang, H.J., Herrera-Viedma, E.: Integrating experts\u2019 weights generated dynamically into the consensus reaching process and its applications in managing noncooperative behaviors. Decis. Support Syst. 84, 1\u201315 (2016)","journal-title":"Decis. Support Syst."},{"issue":"1","key":"1175_CR4","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1016\/j.ejor.2021.06.039","volume":"298","author":"JL Du","year":"2022","unstructured":"Du, J.L., Liu, S.F., Liu, Y.: A limited cost consensus approach with fairness concern and its application. Eur. J. Oper. Res. 298(1), 261\u2013275 (2022)","journal-title":"Eur. J. Oper. Res."},{"issue":"4","key":"1175_CR5","doi-asserted-by":"publisher","first-page":"1923","DOI":"10.1109\/TFUZZ.2017.2755581","volume":"26","author":"M Gupta","year":"2018","unstructured":"Gupta, M.: Consensus building process in group decision-making-an adaptive procedure based on group dynamics. IEEE Trans. Fuzzy Syst. 26(4), 1923\u20131933 (2018)","journal-title":"IEEE Trans. Fuzzy Syst."},{"issue":"1","key":"1175_CR6","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1016\/S0377-2217(02)00725-7","volume":"154","author":"E Herrera-Viedma","year":"2004","unstructured":"Herrera-Viedma, E., Herrera, F., Chiclana, F., et al.: Some issues on consistency of fuzzy preference relations. Eur. J. Oper. Res. 154(1), 98\u2013109 (2004)","journal-title":"Eur. J. Oper. Res."},{"key":"1175_CR7","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.104998","volume":"185","author":"HM Liang","year":"2019","unstructured":"Liang, H.M., Li, C.C., Jiang, G.Y., Dong, Y.C.: Preference evolution model based on Wechat-like interactions. Knowl.-Based Syst. 185, 104998 (2019)","journal-title":"Knowl.-Based Syst."},{"key":"1175_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.105132","volume":"189","author":"SL Li","year":"2020","unstructured":"Li, S.L., Wei, C.P.: A two-stage dynamic influence model-achieving decision-making consensus within large scale groups operating with incomplete information. Knowl.-Based Syst. 189, 105132 (2020)","journal-title":"Knowl.-Based Syst."},{"key":"1175_CR9","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.knosys.2016.12.001","volume":"119","author":"Q Liang","year":"2017","unstructured":"Liang, Q., Liao, X.W., Liu, J.P.: A social ties-based approach for group decision-making problems with incomplete additive preference relations. Knowl. Based Syst. 119, 68\u201386 (2017)","journal-title":"Knowl. Based Syst."},{"issue":"2","key":"1175_CR10","first-page":"61","volume":"57","author":"FM Liu","year":"2014","unstructured":"Liu, F.M., Wang, L., Guo, L., Liu, H.X., Zhao, H.F., Men, S.K.: A web service trust evaluation model based on small-world networks. Knowl.-Based Syst. 57(2), 61\u2013167 (2014)","journal-title":"Knowl.-Based Syst."},{"key":"1175_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2025.102959","volume":"118","author":"YJ Liu","year":"2025","unstructured":"Liu, Y.J., Song, Y.W., Wu, J., Liang, C.Y., Cabrerizo, F.J.: A maximum satisfaction-based feedback mechanism for non-cooperative behavior management with agreeableness personality traits detection in group decision-making. Inf. Fus. 118, 102959 (2025)","journal-title":"Inf. Fus."},{"key":"1175_CR12","doi-asserted-by":"publisher","first-page":"740","DOI":"10.1016\/j.dss.2013.02.009","volume":"55","author":"YM Li","year":"2013","unstructured":"Li, Y.M., Wu, C.T., Lai, C.Y.: A social recommender mechanism for e-commerce: combining similarity, trust, and relationship. Decis. Support Syst. 55, 740\u2013752 (2013)","journal-title":"Decis. Support Syst."},{"issue":"6","key":"1175_CR13","doi-asserted-by":"publisher","first-page":"3748","DOI":"10.1109\/TCYB.2022.3170589","volume":"53","author":"FY Meng","year":"2023","unstructured":"Meng, F.Y., Pedrycz, W., Tang, J.: Consensus reaching process for traditional group decision-making in view of the optimal adjustment mechanism. IEEE Trans. Cybern. 53(6), 3748\u20133759 (2023)","journal-title":"IEEE Trans. Cybern."},{"issue":"1","key":"1175_CR14","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1016\/j.ejor.2022.12.019","volume":"308","author":"FY Meng","year":"2023","unstructured":"Meng, F.Y., Gong, Z.W., Pedrycz, W., Chu, J.F.: Selfish-dilemma consensus analysis for group decision-making in the perspective of cooperative game theory. Eur. J. Oper. Res. 308(1), 290\u2013305 (2023)","journal-title":"Eur. J. Oper. Res."},{"issue":"3","key":"1175_CR15","doi-asserted-by":"publisher","first-page":"516","DOI":"10.1109\/TFUZZ.2013.2262769","volume":"22","author":"I Palomares","year":"2014","unstructured":"Palomares, I., Mart\u00ednez, L., Herrera, F.: A Consensus model to detect and manage noncooperative behaviors in large scale group decision-making. IEEE Trans. Fuzzy Syst. 22(3), 516\u2013530 (2014)","journal-title":"IEEE Trans. Fuzzy Syst."},{"issue":"12","key":"1175_CR16","doi-asserted-by":"publisher","first-page":"1117","DOI":"10.1002\/int.21686","volume":"29","author":"LG P\u00e9rez","year":"2014","unstructured":"P\u00e9rez, L.G., Mata, F., Chiclana, F.: Social network decision-making with linguistic trustworthiness-based induced OWA operators. Int. J. Intell. Syst. 29(12), 1117\u20131137 (2014)","journal-title":"Int. J. Intell. Syst."},{"key":"1175_CR17","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1016\/j.inffus.2018.07.006","volume":"47","author":"R Ure\u00f1a","year":"2019","unstructured":"Ure\u00f1a, R., Chiclana, F., Melan\u00e7on, G., Herrera-Viedma, E.: A social network based approach for consensus achievement in multiperson decision-making. Inf. Fus. 47, 72\u201387 (2019)","journal-title":"Inf. Fus."},{"issue":"3","key":"1175_CR18","doi-asserted-by":"publisher","first-page":"865","DOI":"10.1016\/j.ejor.2024.10.016","volume":"321","author":"YF Shen","year":"2025","unstructured":"Shen, Y.F., Ma, X.L., Kou, G., Rodr\u00edguez, R.M., Zhan, J.M.: Consensus methods with Nash and Kalai-Smorodinsky bargaining game for large-scale group decision-making. Eur. J. Oper. Res. 321(3), 865\u2013883 (2025)","journal-title":"Eur. J. Oper. Res."},{"key":"1175_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.126112","volume":"266","author":"WX Wang","year":"2025","unstructured":"Wang, W.X., Liu, Z.M., Feng, X., Liu, P.D.: A consensus model for managing short-and long-term non-cooperative behaviors in social network group decision-making: The perspective of historical and current performance. Expert Syst. Appl. 266, 126112 (2025)","journal-title":"Expert Syst. Appl."},{"key":"1175_CR20","doi-asserted-by":"publisher","first-page":"827","DOI":"10.1016\/j.asoc.2015.02.023","volume":"35","author":"J Wu","year":"2015","unstructured":"Wu, J., Chiclana, F., Herrera-Viedma, E.: Trust based consensus model for social network in an incomplete linguistic information context. Appl. Soft Comput. 35, 827\u2013839 (2015)","journal-title":"Appl. Soft Comput."},{"key":"1175_CR21","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1016\/j.knosys.2018.09.024","volume":"163","author":"T Wu","year":"2019","unstructured":"Wu, T., Zhang, K., Liu, X.W., Cao, C.Y.: A two-stage social trust network partition model for large-scale group decision-making problems. Knowl.-Based Syst. 163, 632\u2013643 (2019)","journal-title":"Knowl.-Based Syst."},{"key":"1175_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.119163","volume":"214","author":"K Xiong","year":"2023","unstructured":"Xiong, K., Dong, Y.C., Zha, Q.B.: A large-scale consensus model to manage non-cooperative behaviors in group decision making: a perspective based on historical data. Expert Syst. Appl. 214, 119163 (2023)","journal-title":"Expert Syst. Appl."},{"key":"1175_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2025.103401","volume":"125","author":"YB Xiao","year":"2026","unstructured":"Xiao, Y.B., Ma, X.L., Zhan, J.M.: Group decision-making in heterogeneous multi-scale information fusion: integrating overconfident and non-cooperative behaviors. Inf. Fus. 125, 103401 (2026)","journal-title":"Inf. Fus."},{"key":"1175_CR24","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1016\/j.dss.2015.08.009","volume":"79","author":"XH Xu","year":"2015","unstructured":"Xu, X.H., Du, Z.J., Chen, X.H.: Consensus model for multi-criteria large-group emergency decision-making considering non-cooperative behaviors and minority opinions. Decis. Support Syst. 79, 150\u2013160 (2015)","journal-title":"Decis. Support Syst."},{"key":"1175_CR25","doi-asserted-by":"publisher","first-page":"410","DOI":"10.1016\/j.ins.2018.10.058","volume":"477","author":"XH Xu","year":"2019","unstructured":"Xu, X.H., Du, Z.J., Chen, X.H., Cai, C.G.: Confidence consensus-based model for large-scale group decision-making: a novel approach to managing non-cooperative behaviors. Inf. Sci. 477, 410\u2013427 (2019)","journal-title":"Inf. Sci."},{"issue":"4","key":"1175_CR26","doi-asserted-by":"publisher","first-page":"2681","DOI":"10.1109\/TSMC.2025.3525776","volume":"55","author":"BW Zhang","year":"2025","unstructured":"Zhang, B.W., Zeng, Y., An, Q.X., Dong, Y.C., Pedrycz, W.: A stackelberg game framework for double-incentive consensus mechanism with cost budget in group decision-making. IEEE Trans. Syst. Man Cybern. Syst. 55(4), 2681\u20132694 (2025)","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"key":"1175_CR27","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.knosys.2018.06.008","volume":"162","author":"HJ Zhang","year":"2018","unstructured":"Zhang, H.J., Iv\u00e1n, P., Dong, Y.C., Wang, W.W.: Managing non-cooperative behaviors in consensus-based multiple attribute group decision-making: an approach based on social network analysis. Knowl.-Based Syst. 162, 29\u201345 (2018)","journal-title":"Knowl.-Based Syst."},{"issue":"6","key":"1175_CR28","doi-asserted-by":"publisher","first-page":"2019","DOI":"10.1109\/TFUZZ.2021.3073251","volume":"30","author":"HJ Zhang","year":"2022","unstructured":"Zhang, H.J., Wang, F., Dong, Y.C., Chiclana, F., Herrera-Viedma, E.: Social trust driven consensus reaching model with a minimum adjustment feedback mechanism considering assessments-modifications willingness. IEEE Trans. Fuzzy Syst. 30(6), 2019\u20132031 (2022)","journal-title":"IEEE Trans. Fuzzy Syst."},{"issue":"8","key":"1175_CR29","doi-asserted-by":"publisher","first-page":"5032","DOI":"10.1109\/TSMC.2023.3260307","volume":"53","author":"YJJ Zhang","year":"2023","unstructured":"Zhang, Y.J.J., Chen, X., Pedrycz, W., Dong, Y.C.: Minimum cost consensus with altruism utility constraints in social network group decision-making. IEEE Trans. Syst. Man Cybern. Syst. 53(8), 5032\u20135045 (2023)","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."}],"container-title":["International Journal of Computational Intelligence Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44196-026-01175-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-026-01175-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44196-026-01175-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T00:36:10Z","timestamp":1779755770000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44196-026-01175-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,8]]},"references-count":29,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,12]]}},"alternative-id":["1175"],"URL":"https:\/\/doi.org\/10.1007\/s44196-026-01175-5","relation":{},"ISSN":["1875-6883"],"issn-type":[{"value":"1875-6883","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,8]]},"assertion":[{"value":"22 October 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 January 2026","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"21 January 2026","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 April 2026","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable. This study does not involve human participants, animal experiments, or biological samples, and therefore does not require ethics approval or participant consent.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics Approval and Consent to Participate"}},{"value":"Not applicable. This manuscript does not contain any data from any individual person.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for Publication"}},{"value":"The authors declare no conflict of interest.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}}],"article-number":"195"}}