{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,25]],"date-time":"2026-08-25T12:29:31Z","timestamp":1787660971648,"version":"build-2736575974"},"reference-count":60,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T00:00:00Z","timestamp":1744848000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T00:00:00Z","timestamp":1744848000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2024T170006"],"award-info":[{"award-number":["2024T170006"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Huzhou Science and Technology Plan Project","award":["2023ZD2054"],"award-info":[{"award-number":["2023ZD2054"]}]},{"name":"Zhejiang Provincial Construction Research Project","award":["2023K219"],"award-info":[{"award-number":["2023K219"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Sci Rep"],"abstract":"<jats:title>Abstract<\/jats:title>\n          <jats:p>There are approximately 70,000 economy chain hotels worldwide, generating about 300\u00a0million tons of carbon dioxide annually. While reducing carbon emissions can lower energy consumption, these hotels must also continually attract guests to ensure revenue growth and achieve sustainable development. This study focuses on the application of Artificial Intelligence (AI) in the prefabricated renovation of hotels, investigating how AI plays a crucial role in coupling low-carbon construction and aesthetic design. Using multidimensional algorithms within machine learning (ML), neural networks (NN), and statistical modeling (SM), this paper analyzes the impact of AI-driven prefabricated room renovations on tourist satisfaction and carbon emissions. The results indicate that AI can not only optimize energy consumption and structural efficiency in the renovation process but also achieve low-carbon goals while maintaining high-quality aesthetic designs. This study offers new theoretical insights into the integration of low-carbon and aesthetic design, filling gaps in the current literature, providing a pathway for achieving sustainable development goals (SDG 7, 8, and 12), and offering valuable implications for robotic intelligent construction and 3D printing in prefabricated buildings industry.<\/jats:p>","DOI":"10.1038\/s41598-025-97858-8","type":"journal-article","created":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T03:39:11Z","timestamp":1744861151000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":22,"title":["AI enhancing prefabricated aesthetics and low carbon coupled with 3D printing in chain hotel buildings from multidimensional neural networks"],"prefix":"10.1038","volume":"15","author":[{"given":"Gangwei","family":"Cai","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yin","family":"Lou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Feidong","family":"Lu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,4,17]]},"reference":[{"key":"97858_CR1","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1057\/s41599-023-01644-8","volume":"10","author":"Y Abdi","year":"2023","unstructured":"Abdi, Y., Li, X. & C\u00e0mara-Turull, X. Firm value in the airline industry: Perspectives on the impact of sustainability and Covid-19. Human. Soc. Sci. Commun. 10, 294 (2023).","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"97858_CR2","doi-asserted-by":"publisher","first-page":"111757","DOI":"10.1016\/j.jobe.2024.111757","volume":"101","author":"G Cai","year":"2025","unstructured":"Cai, G., Sun, L., Liu, D., Xu, B. & Mo, Z. Potential of indoor room 3D ratio in reducing carbon emissions by prefabricated decoration in chain hotel buildings via multidimensional algorithm models for robot in-situ 3D printing. J. Build. Eng. 101, 111757 (2025).","journal-title":"J. Building Eng."},{"key":"97858_CR3","doi-asserted-by":"publisher","first-page":"6327","DOI":"10.1007\/s10518-024-01991-0","volume":"22","author":"C Passoni","year":"2024","unstructured":"Passoni, C., Caruso, M., Felicioni, L. & Negro, P. The evolution of sustainable renovation of existing buildings: From integrated seismic and environmental retrofitting strategies to a life cycle thinking approach. Bull. Earthq. Eng. 22, 6327\u20136357 (2024).","journal-title":"Bull. Earthq. Eng."},{"key":"97858_CR4","doi-asserted-by":"publisher","first-page":"11101","DOI":"10.1007\/s10668-023-03225-w","volume":"26","author":"M Mishra","year":"2024","unstructured":"Mishra, M. et al. A bibliometric analysis of sustainable development goals (SDGs): A review of progress, challenges, and opportunities. Environ. Dev. Sustain. 26, 11101\u201311143 (2024).","journal-title":"Environ. Dev. Sustain."},{"key":"97858_CR5","doi-asserted-by":"publisher","first-page":"2101","DOI":"10.1080\/13683500.2023.2223911","volume":"27","author":"Z Ghaderi","year":"2024","unstructured":"Ghaderi, Z. et al. Green supply chain management, environmental costs and supply chain performance in the hotel industry: The mediating role of supply chain agility and resilience. Curr. Issues Tourism. 27, 2101\u20132117 (2024).","journal-title":"Curr. Issues Tourism"},{"key":"97858_CR6","doi-asserted-by":"publisher","first-page":"3256","DOI":"10.1080\/13683500.2021.1908968","volume":"24","author":"X Chi","year":"2021","unstructured":"Chi, X., Cai, G. & Han, H. Festival travellers\u2019 pro-social and protective behaviours against COVID-19 in the time of pandemic. Curr. Issues Tourism. 24, 3256\u20133270 (2021).","journal-title":"Curr. Issues Tourism"},{"key":"97858_CR7","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1016\/j.spc.2024.05.014","volume":"48","author":"K Ostapska","year":"2024","unstructured":"Ostapska, K., R\u00fcther, P., Loli, A. & Gradeci, K. Design for disassembly: A systematic scoping review and analysis of built structures designed for disassembly. Sustain. Prod. Consum. 48, 377\u2013395 (2024).","journal-title":"Sustain. Prod. Consum."},{"key":"97858_CR8","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1007\/s00163-023-00427-1","volume":"35","author":"FM Monetti","year":"2024","unstructured":"Monetti, F. M. & Maffei, A. Towards the definition of assembly-oriented modular product architectures: A systematic review. Res. Eng. Des. 35, 137\u2013169 (2024).","journal-title":"Res. Eng. Des."},{"key":"97858_CR9","doi-asserted-by":"publisher","first-page":"102355","DOI":"10.1016\/j.evalprogplan.2023.102355","volume":"101","author":"G Cai","year":"2023","unstructured":"Cai, G., Xu, B., Lu, F. & Lu, Y. The promotion strategies and dynamic evaluation model of exhibition-driven sustainable tourism based on previous\/prospective tourist satisfaction after COVID-19. Eval Program. Plann. 101, 102355 (2023).","journal-title":"Eval Program. Plann."},{"key":"97858_CR10","doi-asserted-by":"publisher","first-page":"7032","DOI":"10.1038\/s41598-024-57730-7","volume":"14","author":"F Shen","year":"2024","unstructured":"Shen, F. & Abulizi, A. Multidrivers of energy-related carbon emissions and its decoupling with economic growth in Northwest China. Sci. Rep. 14, 7032 (2024).","journal-title":"Sci. Rep."},{"key":"97858_CR11","doi-asserted-by":"publisher","DOI":"10.3390\/app14167095","author":"H Park","year":"2024","unstructured":"Park, H., Gu, H., Hong, S. & Choo, S. Developing a robust training dataset for AI-Driven architectural Spatial layout generation. Appl. Sci. https:\/\/doi.org\/10.3390\/app14167095 (2024).","journal-title":"Appl. Sci."},{"key":"97858_CR12","doi-asserted-by":"publisher","DOI":"10.55092\/sc20240001","author":"S Qin","year":"2024","unstructured":"Qin, S. et al. AIstructure-Copilot: Assistant for generative AI-Driven intelligent design of Building structures. Smart Constr. https:\/\/doi.org\/10.55092\/sc20240001 (2024).","journal-title":"Smart Constr."},{"key":"97858_CR13","doi-asserted-by":"publisher","DOI":"10.3390\/buildings14072137","author":"BA Adewale","year":"2024","unstructured":"Adewale, B. A., Ene, V. O., Ogunbayo, B. & Aigbavboa, C. A systematic review of the applications of AI in a sustainable building\u2019s lifecycle. Buildings https:\/\/doi.org\/10.3390\/buildings14072137 (2024).","journal-title":"Buildings"},{"key":"97858_CR14","doi-asserted-by":"publisher","DOI":"10.1038\/s41893-024-01489-2","author":"D Fraisl","year":"2024","unstructured":"Fraisl, D., See, L., Fritz, S., Haklay, M. & McCallum, I. Leveraging the collaborative power of AI and citizen science for sustainable development. Nat. Sustain. https:\/\/doi.org\/10.1038\/s41893-024-01489-2 (2024).","journal-title":"Nat. Sustain."},{"key":"97858_CR15","doi-asserted-by":"publisher","DOI":"10.3390\/buildings14103305","author":"S Du","year":"2024","unstructured":"Du, S., Hou, L., Zhang, G., Tan, Y. & Mao, P. BIM and IFC data readiness for AI integration in the construction industry: A review approach. Buildings https:\/\/doi.org\/10.3390\/buildings14103305 (2024).","journal-title":"Buildings"},{"key":"97858_CR16","doi-asserted-by":"publisher","first-page":"145","DOI":"10.3390\/su13010145","volume":"13","author":"G Cai","year":"2020","unstructured":"Cai, G. et al. An evaluation of green Ryokans through a tourism accommodation survey and customer-satisfaction-related CASBEE\u2013IPA after COVID-19 pandemic. Sustainability 13, 145 (2020).","journal-title":"Sustainability"},{"key":"97858_CR17","doi-asserted-by":"publisher","first-page":"3747","DOI":"10.3390\/ijerph17103747","volume":"17","author":"Y Hong","year":"2020","unstructured":"Hong, Y. et al. The impact of COVID-19 on tourist satisfaction with B&B in Zhejiang, China: An importance\u2013performance analysis. Int. J. Environ. Res. Public. Health. 17, 3747 (2020).","journal-title":"Int. J. Environ. Res. Public. Health"},{"key":"97858_CR18","doi-asserted-by":"publisher","first-page":"326","DOI":"10.1108\/TR-11-2022-0563","volume":"78","author":"S Dolnicar","year":"2023","unstructured":"Dolnicar, S. Tourist behaviour change for sustainable consumption (SDG Goal12): Tourism agenda 2030 perspective Article. Tourism Rev. 78, 326\u2013331 (2023).","journal-title":"Tourism Rev."},{"key":"97858_CR19","doi-asserted-by":"publisher","first-page":"114775","DOI":"10.1016\/j.rser.2024.114775","volume":"203","author":"H Gao","year":"2024","unstructured":"Gao, H., Wang, D., Du, X. & Zhao, Z. An LCA-BIM integrated model for carbon-emission calculation of prefabricated buildings. Renew. Sustain. Energy Rev. 203, 114775 (2024).","journal-title":"Renew. Sustain. Energy Rev."},{"key":"97858_CR20","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1007\/s41024-024-00425-3","volume":"9","author":"S Harshalatha, Patil","year":"2024","unstructured":"Harshalatha, Patil, S. & Kini, P. G. A review on simulation based multi-objective optimization of space layout design parameters on Building energy performance. J. Build. Pathol. Rehabil. 9, 69 (2024).","journal-title":"J. Building Pathol. Rehabilitation"},{"key":"97858_CR21","doi-asserted-by":"publisher","first-page":"104006","DOI":"10.1016\/j.jobe.2022.104006","volume":"50","author":"DA Corfar","year":"2022","unstructured":"Corfar, D. A. & Tsavdaridis, K. D. A comprehensive review and classification of inter-module connections for hot-rolled steel modular Building systems. J. Build. Eng. 50, 104006 (2022).","journal-title":"J. Building Eng."},{"key":"97858_CR22","first-page":"368","volume":"12","author":"G Cai","year":"2023","unstructured":"Cai, G. et al. Neighborhood spatio-temporal impacts of SDG 8.9: The case of urban and rural exhibition-driven tourism by multiple methods. Land. (Basel). 12, 368 (2023).","journal-title":"Land. (Basel)"},{"key":"97858_CR23","doi-asserted-by":"publisher","first-page":"623","DOI":"10.3390\/pr11020623","volume":"11","author":"G Cai","year":"2023","unstructured":"Cai, G. et al. From pollution to green and low-carbon island revitalization: Implications of exhibition-driven sustainable tourism (Triennale) for SDG 8.9 in Setouchi. Processes 11, 623 (2023).","journal-title":"Processes"},{"key":"97858_CR24","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1038\/s42949-024-00188-3","volume":"4","author":"Q Weng","year":"2024","unstructured":"Weng, Q. et al. How will Ai transform urban observing, sensing, imaging, and mapping? Npj Urban Sustain. 4, 50 (2024).","journal-title":"Npj Urban Sustain."},{"key":"97858_CR25","doi-asserted-by":"publisher","first-page":"827","DOI":"10.1038\/s41586-024-08141-1","volume":"635","author":"DG Widder","year":"2024","unstructured":"Widder, D. G., Whittaker, M. & West, S. M. Why \u2018open\u2019 AI systems are actually closed, and why this matters. Nature 635, 827\u2013833 (2024).","journal-title":"Nature"},{"key":"97858_CR26","doi-asserted-by":"publisher","first-page":"963","DOI":"10.1038\/s41561-024-01527-w","volume":"17","author":"V Eyring","year":"2024","unstructured":"Eyring, V., Gentine, P., Camps-Valls, G., Lawrence, D. M. & Reichstein, M. AI-empowered next-generation multiscale climate modelling for mitigation and adaptation. Nat. Geosci. 17, 963\u2013971 (2024).","journal-title":"Nat. Geosci."},{"key":"97858_CR27","doi-asserted-by":"crossref","unstructured":"Liu, X. & Wu, Y. A review of advanced architectural glazing technologies for solar energy conversion and intelligent daylighting control. Architect. Intell. 1, (2022).","DOI":"10.1007\/s44223-022-00009-6"},{"key":"97858_CR28","doi-asserted-by":"crossref","unstructured":"Ploennigs, J. & Berger, M. AI Art in architecture. AI Civil Eng. 2, (2022).","DOI":"10.1007\/s43503-023-00018-y"},{"key":"97858_CR29","first-page":"633","volume":"12","author":"G Cai","year":"2023","unstructured":"Cai, G. et al. Promoting green buildings and Low-Carbon design strategies of green B&B rooms for sustainable tourism after COVID-19. Land. (Basel). 12, 633 (2023).","journal-title":"Land. (Basel)"},{"key":"97858_CR30","doi-asserted-by":"publisher","DOI":"10.1051\/E3SCONF\/202124802001","author":"H Yang","year":"2021","unstructured":"Yang, H. & Yue, Y. Optimization of green and low-carbon concept in prefabricated Building design. E3S Web Conferences. https:\/\/doi.org\/10.1051\/E3SCONF\/202124802001 (2021).","journal-title":"E3S Web Conferences"},{"key":"97858_CR31","doi-asserted-by":"publisher","first-page":"102704","DOI":"10.1016\/j.ijhm.2020.102704","volume":"94","author":"G Cai","year":"2021","unstructured":"Cai, G., Xu, L. & Gao, W. The green B&B promotion strategies for tourist loyalty: Surveying the restart of Chinese National holiday travel after COVID-19. Int. J. Hosp. Manag. 94, 102704 (2021).","journal-title":"Int. J. Hosp. Manag"},{"key":"97858_CR32","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1080\/09613218.2022.2131504","volume":"51","author":"S Yevu","year":"2022","unstructured":"Yevu, S. et al. Systematic review on the integration of Building information modelling and prefabrication construction for low-carbon Building delivery. Build. Res. Inform. 51, 279\u2013300 (2022).","journal-title":"Building Res. Inform."},{"key":"97858_CR33","doi-asserted-by":"publisher","first-page":"1833","DOI":"10.1016\/j.egyr.2023.08.026","volume":"10","author":"LN Tran","year":"2023","unstructured":"Tran, L. N., Cai, G. & Gao, W. Determinants and approaches of household energy consumption: A review. Energy Rep. 10, 1833\u20131850 (2023).","journal-title":"Energy Rep."},{"key":"97858_CR34","doi-asserted-by":"publisher","DOI":"10.3390\/en17122997","author":"M P\u0142oszaj-Mazurek","year":"2024","unstructured":"P\u0142oszaj-Mazurek, M. & Ry\u0144ska, E. Artificial intelligence and digital tools for assisting Low-Carbon architectural design: Merging the use of machine learning, large Language models, and Building information modeling for life cycle assessment tool development. Energies (Basel). https:\/\/doi.org\/10.3390\/en17122997 (2024).","journal-title":"Energies (Basel)"},{"key":"97858_CR35","doi-asserted-by":"publisher","first-page":"317","DOI":"10.3130\/jaabe.7.317","volume":"7","author":"C Lin","year":"2008","unstructured":"Lin, C. & Cheng, H. Renaissance of the old town district in Tainan: Research on aesthetic zoning in historic districts. J. Asian Archit. Build. Eng. 7, 317\u2013324 (2008).","journal-title":"J. Asian Archit. Building Eng."},{"key":"97858_CR36","doi-asserted-by":"publisher","first-page":"193","DOI":"10.3727\/154427215X14456408880993","volume":"19","author":"N Wise","year":"2015","unstructured":"Wise, N. & Mulec, I. Aesthetic awareness and spectacle: Communicated images of Novi sad (Serbia), the exit festival, and the Petrovaradin fortress. Tourism Rev. Int. 19, 193\u2013205 (2015).","journal-title":"Tourism Rev. Int."},{"key":"97858_CR37","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1080\/13467581.2019.1604357","volume":"18","author":"CY Chiu","year":"2019","unstructured":"Chiu, C. Y., K\u0131l\u0131n\u00e7er, N. Y. & Aboutalebi Tabrizi, H. Illustrations of the 1925-edition Yingzao Fashi \u71df\u9020\u6cd5\u5f0f: J\u00f8rn Utzon\u2019s aesthetic confirmation and inspiration for the Sydney Opera house design (1958\u20131966). J. Asian Archit. Build. Eng. 18, 159\u2013169 (2019).","journal-title":"J. Asian Archit. Building Eng."},{"key":"97858_CR38","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1080\/13467581.2020.1869010","volume":"21","author":"G Cai","year":"2022","unstructured":"Cai, G. et al. Knowledge archaeology on relations between the Venice architecture biennale (1980\u20132018) and the Pritzker architecture prize (1979\u20132019). J. Asian Archit. Build. Eng. 21, 224\u2013233 (2022).","journal-title":"J. Asian Archit. Building Eng."},{"key":"97858_CR39","doi-asserted-by":"publisher","first-page":"53","DOI":"10.3390\/buildings13010053","volume":"13","author":"Z Mo","year":"2023","unstructured":"Mo, Z. et al. An empirical study of carbon emission calculation in the production and construction phase of a prefabricated office Building from Zhejiang, China. Buildings 13, 53 (2023).","journal-title":"Buildings"},{"key":"97858_CR40","unstructured":"Mahdoudi, B., Sepasgozar, S., Hajivandi, F. & Hojjat, I. Design practice for a prefabricated resort hotel in Hendurabi Island. In International conference on construction engineering and project management 271\u2013280 Korea Institute of Construction Engineering and Management, (2017)."},{"key":"97858_CR41","doi-asserted-by":"crossref","unstructured":"Jiao, S., Lu, H. & Ding, D. Low carbon strategies based on a steel prefabricated hotel in Shenzhen. In Water Conservancy and Civil Construction Volume 2 486\u2013492 CRC Press, (2024).","DOI":"10.1201\/9781003450832-62"},{"key":"97858_CR42","doi-asserted-by":"crossref","unstructured":"Ostrowska-Wawryniuk, K. & Pi\u0105tek, \u0141. Lightweight prefabricated floating buildings for shallow inland waters. Design and construction of the floating hotel apartment in Poland. J. Water Land. Dev. (2020).","DOI":"10.24425\/jwld.2019.127052"},{"key":"97858_CR43","doi-asserted-by":"publisher","first-page":"7734","DOI":"10.1038\/s41598-025-92200-8","volume":"15","author":"G Cai","year":"2025","unstructured":"Cai, G., Guo, X. & Sun, Y. Prefabricated Building construction in materialization phase as catalysts for hotel low-carbon transitions via hybrid computational visualization algorithms. Sci. Rep. 15, 7734 (2025).","journal-title":"Sci. Rep."},{"key":"97858_CR44","doi-asserted-by":"publisher","DOI":"10.3390\/buildings14041118","author":"P Kazemi","year":"2024","unstructured":"Kazemi, P., Ghisi, A. & Entezami, A. Artificial Intelligence-Powered computational strategies in selecting and augmenting data for early design of tall buildings with outer diagrids. Buildings https:\/\/doi.org\/10.3390\/buildings14041118 (2024).","journal-title":"Buildings"},{"key":"97858_CR45","doi-asserted-by":"publisher","DOI":"10.3390\/app131910671","author":"M \u017divkovi\u0107","year":"2023","unstructured":"\u017divkovi\u0107, M., \u017dujovi\u0107, M. & Milo\u0161evi\u0107, J. Architectural 3D-Printed structures created using artificial intelligence: A review of techniques and applications. Appl. Sci. https:\/\/doi.org\/10.3390\/app131910671 (2023).","journal-title":"Appl. Sci."},{"key":"97858_CR46","doi-asserted-by":"crossref","unstructured":"Wang, H., Zhang, H., Chen, Z., Zhu, J. & Zhang, Y. Influence of artificial intelligence and robotics awareness on employee creativity in the hotel industry. Front. Psychol. 13, (2022).","DOI":"10.3389\/fpsyg.2022.834160"},{"key":"97858_CR47","doi-asserted-by":"crossref","unstructured":"Zhu, X. Low-carbon economic life and landscape design analysis and research. In International Conference on Multi-modal Information Analytics 28\u201336 (Springer, 2022).","DOI":"10.1007\/978-3-031-05484-6_4"},{"key":"97858_CR48","doi-asserted-by":"crossref","unstructured":"Di Cosmo, F. Ethics and aesthetics of transition symbols. The architecture of place attachment. TECHNE-J. Technol. Archit. Environ. 61\u201367 (2023).","DOI":"10.36253\/techne-14464"},{"key":"97858_CR49","doi-asserted-by":"publisher","first-page":"685","DOI":"10.1038\/s41893-020-0519-4","volume":"3","author":"BK Sovacool","year":"2020","unstructured":"Sovacool, B. K. & Griffiths, S. Culture and low-carbon energy transitions. Nat. Sustain. 3, 685\u2013693 (2020).","journal-title":"Nat. Sustain."},{"key":"97858_CR50","doi-asserted-by":"publisher","first-page":"1773","DOI":"10.3390\/buildings13071773","volume":"13","author":"J Shan","year":"2023","unstructured":"Shan, J., Cai, G., Lin, A. & Xu, B. Improvement strategies for enhancing user satisfaction with Spatial publicness in privately owned public open space in post COVID-19: A case from Italy. Buildings 13, 1773 (2023).","journal-title":"Buildings"},{"key":"97858_CR51","doi-asserted-by":"publisher","first-page":"1489","DOI":"10.3390\/ijerph17051489","volume":"17","author":"G Cai","year":"2020","unstructured":"Cai, G. et al. The positive impacts of exhibition-driven tourism on sustainable tourism, economics, and population: The case of the Echigo\u2013Tsumari Art triennale in Japan. Int. J. Environ. Res. Public. Health. 17, 1489 (2020).","journal-title":"Int. J. Environ. Res. Public. Health"},{"key":"97858_CR52","doi-asserted-by":"publisher","first-page":"666","DOI":"10.1108\/JSTPM-07-2020-0108","volume":"12","author":"MM Sabbir","year":"2021","unstructured":"Sabbir, M. M., Islam, M. & Das, S. Understanding the determinants of online pharmacy adoption: A two-staged SEM-neural network analysis approach. J. Sci. Technol. Policy Manag. 12, 666\u2013687 (2021).","journal-title":"J. Sci. Technol. Policy Manage."},{"key":"97858_CR53","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1080\/10548408.2024.2317738","volume":"41","author":"X Chi","year":"2024","unstructured":"Chi, X., Zhou, H., Cai, G. & Han, H. Investigation into the festival brand co-creation mechanism: Extended application of the customer-based brand equity model. J. Travel Tourism Mark. 41, 377\u2013395 (2024).","journal-title":"J. Travel Tourism Mark."},{"key":"97858_CR54","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1108\/JHTT-08-2017-0072","volume":"11","author":"R Lado-Sestayo","year":"2020","unstructured":"Lado-Sestayo, R. & Vivel-B\u00faa, M. Hotel profitability: A multilayer neural network approach. J. Hospitality Tourism Technol. 11, 35\u201348 (2020).","journal-title":"J. Hospitality Tourism Technol."},{"key":"97858_CR55","doi-asserted-by":"publisher","first-page":"1605","DOI":"10.1038\/s41467-025-56034-2","volume":"16","author":"Z Zhang","year":"2025","unstructured":"Zhang, Z., Ghavasieh, A., Zhang, J. & De Domenico, M. Coarse-graining network flow through statistical physics and machine learning. Nat. Commun. 16, 1605 (2025).","journal-title":"Nat. Commun."},{"key":"97858_CR56","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-024-00974-9","author":"SJ Mataraso","year":"2025","unstructured":"Mataraso, S. J. et al. A machine learning approach to leveraging electronic health records for enhanced omics analysis. Nat. Mach. Intell. https:\/\/doi.org\/10.1038\/s42256-024-00974-9 (2025).","journal-title":"Nat. Mach. Intell."},{"key":"97858_CR57","doi-asserted-by":"publisher","first-page":"771","DOI":"10.1038\/s42256-021-00376-1","volume":"3","author":"LE Su\u00e1rez","year":"2021","unstructured":"Su\u00e1rez, L. E., Richards, B. A., Lajoie, G. & Misic, B. Learning function from structure in neuromorphic networks. Nat. Mach. Intell. 3, 771\u2013786 (2021).","journal-title":"Nat. Mach. Intell."},{"key":"97858_CR58","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-024-00958-9","author":"P Vashishtha","year":"2025","unstructured":"Vashishtha, P., Kattamuri, H. G., Thawari, N., Amirthalingam, M. & Batra, R. Reusability report: Deep learning-based analysis of images and spectroscopy data with AtomAI. Nat. Mach. Intell. https:\/\/doi.org\/10.1038\/s42256-024-00958-9 (2025).","journal-title":"Nat. Mach. Intell."},{"key":"97858_CR59","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1038\/s43588-023-00410-9","volume":"3","author":"F Lombardi","year":"2023","unstructured":"Lombardi, F., Pepi\u0107, S., Shriki, O., Tka\u010dik, G. & De Martino, D. Statistical modeling of adaptive neural networks explains co-existence of avalanches and oscillations in resting human brain. Nat. Comput. Sci. 3, 254\u2013263 (2023).","journal-title":"Nat. Comput. Sci."},{"key":"97858_CR60","doi-asserted-by":"publisher","first-page":"6828","DOI":"10.1038\/s41467-024-50612-6","volume":"15","author":"S Rachid Zaim","year":"2024","unstructured":"Rachid Zaim, S. et al. MOCHA\u2019s advanced statistical modeling of scATAC-seq data enables functional genomic inference in large human cohorts. Nat. Commun. 15, 6828 (2024).","journal-title":"Nat. Commun."}],"container-title":["Scientific Reports"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s41598-025-97858-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41598-025-97858-8","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41598-025-97858-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T05:03:39Z","timestamp":1744866219000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s41598-025-97858-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,17]]},"references-count":60,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["97858"],"URL":"https:\/\/doi.org\/10.1038\/s41598-025-97858-8","relation":{},"ISSN":["2045-2322"],"issn-type":[{"value":"2045-2322","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,17]]},"assertion":[{"value":"23 January 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 April 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 April 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"We confirmed that informed consent was obtained from all subjects.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}},{"value":"The experimental protocol was approved by WENJUANXING. Accordance Statement: All methods were performed in accordance with the relevant guidelines and regulations.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}],"article-number":"13229"}}