{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T20:14:24Z","timestamp":1777407264643,"version":"3.51.4"},"reference-count":84,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2025,3,14]],"date-time":"2025-03-14T00:00:00Z","timestamp":1741910400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Natural Science Foundation of China","award":["72071010"],"award-info":[{"award-number":["72071010"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Addressing climate change and promoting social justice are crucial sustainable development goals. However, the quantitative assessment of how energy transition policies impact social justice remains a significant challenge. To address this gap, we develop a novel Energy Transition Social Justice Framework (ETSJF) that integrates four dimensions (energy supply, energy demand, procedural justice, and distributive justice) and three perspectives (individual, group-organizational, and society). The ETSJF index is constructed to measure the progress of social justice in China\u2019s energy transition from 2010 to 2021. The index exhibits a robust growth trend, increasing from 269 in 2010 to 965 in 2021, with an average annual growth rate of 12.9%. The years 2014 and 2020\u20132021 mark turning points, coinciding with the implementation of transformative policy initiatives and China\u2019s carbon neutrality pledge. Employing multi-source data analysis, we evaluate the impact of energy transition policies on social justice using the Energy Transition Policy Impact Intensity (ETPII). Our analysis reveals that energy transition policies significantly positively impact overall social justice (ETPII: 1.133), with variations across dimensions. Energy supply shows the most potent effects (ETPII: 1.203), while procedural justice exhibits the weakest impact (ETPII: 0.804). These findings offer policy implications for achieving a just and inclusive energy transition. The proposed ETSJF and ETPII enable the systematic monitoring of social justice progress and offer methodological tools for policymakers to optimize energy transition policies through data-driven decision-making.<\/jats:p>","DOI":"10.3390\/systems13030201","type":"journal-article","created":{"date-parts":[[2025,3,14]],"date-time":"2025-03-14T13:07:51Z","timestamp":1741957671000},"page":"201","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Quantifying Social Justice in Energy Transition: A Policy-Driven Assessment Framework for China"],"prefix":"10.3390","volume":"13","author":[{"given":"Siqing","family":"Shan","sequence":"first","affiliation":[{"name":"School of Economics and Management, Beihang University, Beijing 100191, China"},{"name":"Beijing Key Laboratory of Emergency Support Simulation Technologies for City Operation, Beijing 100191, China"}]},{"given":"Yinong","family":"Li","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Beihang University, Beijing 100191, China"},{"name":"Beijing Key Laboratory of Emergency Support Simulation Technologies for City Operation, Beijing 100191, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4406-6506","authenticated-orcid":false,"given":"Yangzi","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Beihang University, Beijing 100191, China"},{"name":"Beijing Key Laboratory of Emergency Support Simulation Technologies for City Operation, Beijing 100191, China"}]},{"given":"Haoyuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Beihang University, Beijing 100191, China"},{"name":"Beijing Key Laboratory of Emergency Support Simulation Technologies for City Operation, Beijing 100191, China"}]},{"given":"Junze","family":"Li","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Beihang University, Beijing 100191, China"},{"name":"Beijing Key Laboratory of Emergency Support Simulation Technologies for City Operation, Beijing 100191, China"}]}],"member":"1968","published-online":{"date-parts":[[2025,3,14]]},"reference":[{"key":"ref_1","unstructured":"United Nations (2023, October 12). Transforming Our World: The 2030 Agenda for Sustainable Development. Available online: https:\/\/sdgs.un.org\/2030agenda."},{"key":"ref_2","unstructured":"United Nations (2023, October 12). Report of the Conference of the Parties to the United Nations Framework Convention on Climate Change. Available online: https:\/\/sdgs.un.org\/frameworks\/parisagreement."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"103900","DOI":"10.1016\/j.erss.2024.103900","article-title":"A just energy transition is not just a transition: Framing energy justice for a quantitative assessment","volume":"119","author":"Romero","year":"2025","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"112949","DOI":"10.1016\/j.enpol.2022.112949","article-title":"The \u2018just transition\u2019 threat to our Energy and Climate 2030 targets","volume":"165","author":"Heffron","year":"2022","journal-title":"Energy Policy"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"102922","DOI":"10.1016\/j.erss.2022.102922","article-title":"Energy justice, Just Transitions and Scottish energy policy: A re-grounding of theory in policy practice","volume":"96","author":"Jenkins","year":"2023","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"112350","DOI":"10.1016\/j.enpol.2021.112350","article-title":"China\u2019s climate ambition: Revisiting its First Nationally Determined Contribution and centering a just transition to clean energy","volume":"155","author":"Robinson","year":"2021","journal-title":"Energy Policy"},{"key":"ref_7","unstructured":"The State Council of the People\u2019s Republic of China (2025, January 28). Working Guidance for Carbon Dioxide Peaking and Carbon Neutrality in Full and Faithful Implementation of the New Development Philosophy, Available online: http:\/\/www.gov.cn\/zhengce\/2021-10\/24\/content_5644613.htm."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"111936","DOI":"10.1016\/j.rser.2021.111936","article-title":"Applying energy justice into the energy transition","volume":"156","author":"Heffron","year":"2022","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.enpol.2018.04.014","article-title":"Just transition: Integrating climate, energy and environmental justice","volume":"119","author":"McCauley","year":"2018","journal-title":"Energy Policy"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1016\/j.enpol.2016.12.045","article-title":"Contestation, contingency, and justice in the Nordic low-carbon energy transition","volume":"102","author":"Sovacool","year":"2017","journal-title":"Energy Policy"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"916","DOI":"10.1016\/j.apenergy.2018.10.005","article-title":"Energy justice in the transition to low carbon energy systems: Exploring key themes in interdisciplinary research","volume":"233","author":"McCauley","year":"2019","journal-title":"Appl. Energy"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1219","DOI":"10.1016\/j.apenergy.2018.04.113","article-title":"Energy justice, unequal access to affordable warmth, and capability deprivation: A quantitative analysis for Belgium","volume":"225","author":"Bartiaux","year":"2018","journal-title":"Appl. Energy"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"112435","DOI":"10.1016\/j.enpol.2021.112435","article-title":"Implementing a just renewable energy transition: Policy advice for transposing the new European rules for renewable energy communities","volume":"156","author":"Hoicka","year":"2021","journal-title":"Energy Policy"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1188","DOI":"10.1038\/s41560-021-00932-4","article-title":"Characterizing the energy use of disabled people in the European Union towards inclusion in the energy transition","volume":"6","author":"Ivanova","year":"2021","journal-title":"Nat. Energy"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1038\/s41560-020-0641-6","article-title":"The justice and equity implications of the clean energy transition","volume":"5","author":"Carley","year":"2020","journal-title":"Nat. Energy"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Sabato, S., and Fronteddu, B. (2020). A socially just transition through the European Green Deal?. ETUI Res. Pap. Work. Pap., Available online: https:\/\/ssrn.com\/abstract=3699367.","DOI":"10.2139\/ssrn.3699367"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"16024","DOI":"10.1038\/nenergy.2016.24","article-title":"Energy decisions reframed as justice and ethical concerns","volume":"1","author":"Sovacool","year":"2016","journal-title":"Nat. Energy"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"119","DOI":"10.17645\/pag.v9i1.3615","article-title":"Assessing African energy transitions: Renewable energy policies, energy justice, and SDG 7","volume":"9","author":"Neumann","year":"2021","journal-title":"Politics Gov."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"232","DOI":"10.1016\/j.enpol.2011.10.042","article-title":"The uniqueness of the energy security, justice, and governance problem","volume":"41","author":"Goldthau","year":"2012","journal-title":"Energy Policy"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.esr.2019.01.006","article-title":"The role of renewable energy in the global energy transformation","volume":"24","author":"Gielen","year":"2019","journal-title":"Energy Strategy Rev."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1242","DOI":"10.1126\/science.aao3760","article-title":"Sociotechnical transitions for deep decarbonization","volume":"357","author":"Geels","year":"2017","journal-title":"Science"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"800","DOI":"10.1016\/j.rser.2016.07.028","article-title":"Energy storage in the energy transition context: A technology review","volume":"65","author":"Gallo","year":"2016","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"10016","DOI":"10.1016\/j.ijhydene.2020.11.256","article-title":"Hydrogen in energy transition: A review","volume":"46","author":"Paranos","year":"2021","journal-title":"Int. J. Hydrogen Energy"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"17125","DOI":"10.1038\/nenergy.2017.125","article-title":"Energy storage deployment and innovation for the clean energy transition","volume":"2","author":"Kittner","year":"2017","journal-title":"Nat. Energy"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"522","DOI":"10.1016\/j.enpol.2014.06.031","article-title":"Is Germany\u2019s energy transition a case of successful green industrial policy? Contrasting wind and solar PV","volume":"74","author":"Pegels","year":"2014","journal-title":"Energy Policy"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"628","DOI":"10.1038\/s41560-018-0171-7","article-title":"The next phase of the energy transition and its implications for research and policy","volume":"3","author":"Markard","year":"2018","journal-title":"Nat. Energy"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"2019","DOI":"10.1016\/j.rser.2017.06.011","article-title":"Energy transition to a future low-carbon energy society in Japan\u2019s liberalizing electricity market: Precedents, policies and factors of successful transition","volume":"81","author":"Chapman","year":"2018","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.erss.2014.08.005","article-title":"Low-Carbon district heating in Sweden\u2013Examining a successful energy transition","volume":"4","author":"Ericsson","year":"2014","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"118475","DOI":"10.1016\/j.jclepro.2019.118475","article-title":"A review on renewable energy transition in Australia: An updated depiction","volume":"242","author":"Li","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1080\/09505431.2013.786989","article-title":"The social dimensions of energy transitions","volume":"22","author":"Miller","year":"2013","journal-title":"Sci. Cult."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"624","DOI":"10.1016\/j.apenergy.2018.06.104","article-title":"Bridging socio-technical and justice aspects of sustainable energy transitions","volume":"228","author":"Sareen","year":"2018","journal-title":"Appl. Energy"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1191","DOI":"10.1016\/j.apenergy.2018.08.073","article-title":"Balancing the energy trilemma through the Energy Justice Metric","volume":"229","author":"Heffron","year":"2018","journal-title":"Appl. Energy"},{"key":"ref_33","first-page":"187","article-title":"Measuring justice and fairness","volume":"1","author":"Colquitt","year":"2015","journal-title":"Oxf. Handb. Justice Workplace"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Steg, L., Perlaviciute, G., and van der Werff, E. (2015). Understanding the human dimensions of a sustainable energy transition. Front. Psychol., 6.","DOI":"10.3389\/fpsyg.2015.00805"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1016\/j.rser.2014.04.003","article-title":"Contextual and psychological factors shaping evaluations and acceptability of energy alternatives: Integrated review and research agenda","volume":"35","author":"Perlaviciute","year":"2014","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Bennett, N.J., Katz, L., Yadao-Evans, W., Ahmadia, G.N., Atkinson, S., Ban, N.C., Dawson, N.M., de Vos, A., Fitzpatrick, J., and Gill, D. (2021). Advancing social equity in and through marine conservation. Front. Mar. Sci., 8.","DOI":"10.3389\/fmars.2021.711538"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"564","DOI":"10.1177\/17456916241236171","article-title":"Diversity is diverse: Social justice reparations and science","volume":"19","author":"Jussim","year":"2024","journal-title":"Perspect. Psychol. Sci."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.erss.2015.08.004","article-title":"Framing energy justice: Perspectives from activism and advocacy","volume":"11","author":"Fuller","year":"2016","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"112648","DOI":"10.1016\/j.rser.2022.112648","article-title":"A \u2018just\u2019 hydrogen economy: A normative energy justice assessment of the hydrogen economy","volume":"167","author":"Dillman","year":"2022","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"107420","DOI":"10.1016\/j.eiar.2024.107420","article-title":"Energy justice and decarbonization: A critical assessment for just energy transition in China","volume":"105","author":"Wang","year":"2024","journal-title":"Environ. Impact Assess. Rev."},{"key":"ref_41","first-page":"46","article-title":"Energy justice: Ensuring human dignity in the post-carbon future","volume":"5","author":"Miller","year":"2012","journal-title":"Cairo Rev. Glob. Aff."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cosust.2018.05.016","article-title":"Of temporality and plurality: An epistemic and governance agenda for accelerating just transitions for energy access and sustainable development","volume":"34","author":"Delina","year":"2018","journal-title":"Curr. Opin. Environ. Sustain."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"102115","DOI":"10.1016\/j.erss.2021.102115","article-title":"Conceptualising restorative justice in the energy transition: Changing the perspectives of fossil fuels","volume":"78","author":"Hazrati","year":"2021","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_44","first-page":"107","article-title":"Advancing energy justice: The triumvirate of tenets","volume":"32","author":"McCauley","year":"2013","journal-title":"Int. Energy Law Rev."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"114166","DOI":"10.1016\/j.rser.2023.114166","article-title":"Energy justice and gaps in sustainable development: A convergence testing and clustering study","volume":"192","author":"Skare","year":"2024","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"120534","DOI":"10.1016\/j.energy.2021.120534","article-title":"Measuring and improving regional energy security: A methodological framework based on both quantitative and qualitative analysis","volume":"227","author":"Zhang","year":"2021","journal-title":"Energy"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.erss.2014.03.006","article-title":"Energy governance and poverty","volume":"1","author":"Bazilian","year":"2014","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.erss.2015.10.004","article-title":"Energy justice: A conceptual review","volume":"11","author":"Jenkins","year":"2016","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_49","unstructured":"Atteridge, A., and Strambo, C. (2020). Seven Principles to Realize a Just Transition to a Low-Carbon Economy, Stockholm Environment Institute."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"12638","DOI":"10.1073\/pnas.1800467115","article-title":"Opportunities to observe and measure intangible inputs to innovation: Definitions, operationalization, and examples","volume":"115","author":"Keller","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"e1426","DOI":"10.1002\/wics.1426","article-title":"Harnessing the power of data to support community-based research","volume":"10","author":"Keller","year":"2018","journal-title":"Wiley Interdiscip. Rev. Comput. Stat."},{"key":"ref_52","unstructured":"Keller, S.A., and Shipp, S. (2018). Building Resilient Cities: Harnessing the Power of Urban Analytics. The Disaster Resiliency Challenge: Transforming Theory to Action, Charles C Thomas."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/2330443X.2017.1374897","article-title":"Building capacity for data-driven governance: Creating a new foundation for democracy","volume":"4","author":"Keller","year":"2017","journal-title":"Stat. Public Policy"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1038\/s41562-021-01257-8","article-title":"Equity, technological innovation and sustainable behaviour in a low-carbon future","volume":"6","author":"Sovacool","year":"2022","journal-title":"Nat. Hum. Behav."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"581","DOI":"10.1007\/s10584-019-02521-7","article-title":"Decarbonization and its discontents: A critical energy justice perspective on four low-carbon transitions","volume":"155","author":"Sovacool","year":"2019","journal-title":"Clim. Change"},{"key":"ref_56","unstructured":"United Nations (2006). Social Justice in an Open World: The Role of the United Nations, United Nations Publications. The International Forum for Social Development."},{"key":"ref_57","first-page":"85","article-title":"Civil Society and Social Justice: A Prospectus","volume":"24","author":"Stoner","year":"2019","journal-title":"Indep. Rev."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1006\/obhd.2001.2958","article-title":"The role of justice in organizations: A meta-analysis","volume":"86","author":"Spector","year":"2001","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1287","DOI":"10.3390\/encyclopedia2030086","article-title":"Organizational justice: Typology, antecedents and consequences","volume":"2","author":"Wiseman","year":"2022","journal-title":"Encyclopedia"},{"key":"ref_60","first-page":"119","article-title":"Social Justice: Intersecting Catholicism, Citizenship, and Capitalism","volume":"24","author":"Moore","year":"2019","journal-title":"Indep. Rev."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1016\/j.respol.2007.01.003","article-title":"Typology of sociotechnical transition pathways","volume":"36","author":"Geels","year":"2007","journal-title":"Res. Policy"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1016\/j.ijresmar.2006.02.004","article-title":"Service failure recovery: The moderating impact of individual-level cultural value orientation on perceptions of justice","volume":"23","author":"Patterson","year":"2006","journal-title":"Int. J. Res. Mark."},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Tyler, T.R., and Smith, H.J. (2014). Justice, social identity, and group processes. The Psychology of the Social Self, Psychology Press.","DOI":"10.4324\/9781315805689"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"298","DOI":"10.2307\/2695841","article-title":"Justice beyond the individual: A future with legitimation","volume":"63","author":"Hegtvedt","year":"2000","journal-title":"Soc. Psychol. Q."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1108\/01425459710163552","article-title":"Two routes to managing diversity: Individual differences or social group characteristics","volume":"19","author":"Liff","year":"1997","journal-title":"Empl. Relat."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1016\/j.cosust.2019.06.009","article-title":"Socio-technical transitions to sustainability: A review of criticisms and elaborations of the Multi-Level Perspective","volume":"39","author":"Geels","year":"2019","journal-title":"Curr. Opin. Environ. Sustain."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1126\/science.abi7339","article-title":"Intergenerational inequities in exposure to climate extremes","volume":"374","author":"Thiery","year":"2021","journal-title":"Science"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"1763","DOI":"10.1213\/ANE.0000000000002864","article-title":"Correlation coefficients: Appropriate use and interpretation","volume":"126","author":"Schober","year":"2018","journal-title":"Anesth. Analg."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1016\/j.tjem.2018.08.001","article-title":"User\u2019s guide to correlation coefficients","volume":"18","author":"Akoglu","year":"2018","journal-title":"Turk. J. Emerg. Med."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"102632","DOI":"10.1016\/j.erss.2022.102632","article-title":"Whither policy innovation? Mapping conceptual engagement with public policy in energy transitions research","volume":"89","author":"Goyal","year":"2022","journal-title":"Energy Res. Soc. Sci."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1016\/j.respol.2010.01.023","article-title":"Innovation studies and sustainability transitions: The allure of the multi-level perspective and its challenges","volume":"39","author":"Smith","year":"2010","journal-title":"Res. Policy"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1016\/j.eap.2023.07.016","article-title":"Government environmental attention and carbon emissions governance: Firm-level evidence from China","volume":"80","author":"Liu","year":"2023","journal-title":"Econ. Anal. Policy"},{"key":"ref_73","unstructured":"Sina Weibo Data Center (2025, January 24). 2024 Weibo User Consumption Trend Report. Available online: https:\/\/data.weibo.com\/report\/reportDetail?id=473."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1057\/s41599-022-01181-w","article-title":"Online public opinion during the first epidemic wave of COVID-19 in China based on Weibo data","volume":"9","author":"Shi","year":"2022","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1016\/j.spc.2021.12.017","article-title":"Exploring public attention about green consumption on Sina Weibo: Using text mining and deep learning","volume":"30","author":"Huang","year":"2022","journal-title":"Sustain. Prod. Consum."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1038\/s41597-022-01183-y","article-title":"China\u2019s environmental policy intensity for 1978\u20132019","volume":"9","author":"Zhang","year":"2022","journal-title":"Sci. Data"},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"5514","DOI":"10.1287\/mnsc.2021.4156","article-title":"Disclosure sentiment: Machine learning vs. dictionary methods","volume":"68","author":"Frankel","year":"2022","journal-title":"Manag. Sci."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"395","DOI":"10.1016\/j.future.2017.09.048","article-title":"Sentiment analysis of Chinese micro-blog text based on extended sentiment dictionary","volume":"81","author":"Zhang","year":"2018","journal-title":"Future Gener. Comput. Syst."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1162\/tacl_a_00078","article-title":"Anchored correlation explanation: Topic modeling with minimal domain knowledge","volume":"5","author":"Gallagher","year":"2017","journal-title":"Trans. Assoc. Comput. Linguist."},{"key":"ref_80","first-page":"116","article-title":"No gender bias in audience perceptions of male and female experts in the news: Equally competent and persuasive","volume":"28","author":"Larsen","year":"2021","journal-title":"Int. J. Press Politics"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1086\/684629","article-title":"Economists and public opinion: Expert consensus and economic policy judgments","volume":"78","author":"Johnston","year":"2016","journal-title":"J. Politics"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"1041","DOI":"10.1111\/0022-3816.00100","article-title":"On the limits of framing effects: Who can frame?","volume":"63","author":"Druckman","year":"2001","journal-title":"J. Politics"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"23","DOI":"10.2307\/1960777","article-title":"What moves public opinion?","volume":"81","author":"Page","year":"1987","journal-title":"Am. Political Sci. Rev."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Tan, C., and Lee, L. (2015, January 18\u201322). All who wander: On the prevalence and characteristics of multi-community engagement. Proceedings of the 24th International Conference on World Wide Web, Florence, Italy.","DOI":"10.1145\/2736277.2741661"}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/3\/201\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T16:53:56Z","timestamp":1760028836000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/3\/201"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,14]]},"references-count":84,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025,3]]}},"alternative-id":["systems13030201"],"URL":"https:\/\/doi.org\/10.3390\/systems13030201","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,3,14]]}}}