{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:41:31Z","timestamp":1760031691680,"version":"build-2065373602"},"reference-count":64,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T00:00:00Z","timestamp":1743379200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Ministry of Education Humanities and Social Sciences Research Youth Project","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}]},{"DOI":"10.13039\/501100003787","name":"Hebei Natural Science Foundation","doi-asserted-by":"publisher","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Beijing Natural Science Foundation","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}]},{"name":"Beijing Natural Science Foundation","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}]},{"name":"Social Science Foundation Project of Inner Mongolia Autonomous Region","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}]},{"name":"Fundamental Research Funds for the Central Universities","award":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","4254105","2024QY10","2024MS159","2023MS138"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>With the increasing integration of digital technology in supply chains, manufacturers and suppliers are initiating complementary innovations in digital technology. Such digital technology complementary innovations (DTCIs) amplify synergistic effects, fostering cross-domain innovation. This raises significant inquiries about how firms undertake DTCI. In this study, we model a supply chain consisting of a buyer, a new supplier, and an existing supplier, exploring the impacts of the presence of mature technology and varying leadership relations on supply chain collaboration patterns. Our findings highlight several key insights: firstly, for the new supplier, their highest level of effort in DTCI is observed when they play a follower role, and yet attaining a leadership position results in heightened profits. Intriguingly, for the buyer, their position as a leader or follower does not impact their DTCI effort level, and they exhibit a preference for a leadership stance. Secondly, when the existing supplier possesses lower bargaining power, the buyer is inclined towards collaborating with them, anticipating higher profits. Under these circumstances, the new supplier\u2019s DTCI effort level is diminished. Thirdly, the probability of DTCI success and the magnitude of digital technology complementarity between parties positively influence the DTCI effort levels of both the buyer and the new supplier but negatively impact the existing supplier.<\/jats:p>","DOI":"10.3390\/systems13040241","type":"journal-article","created":{"date-parts":[[2025,4,1]],"date-time":"2025-04-01T11:08:40Z","timestamp":1743505720000},"page":"241","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Impact of Leadership Relations and Mature Technology on Digital Technology Complementary Innovation"],"prefix":"10.3390","volume":"13","author":[{"given":"Juan","family":"Chen","sequence":"first","affiliation":[{"name":"Department of Economics Management, North China Electric Power University, Baoding 071003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6771-0491","authenticated-orcid":false,"given":"Shuang","family":"Wei","sequence":"additional","affiliation":[{"name":"Department of Economics Management, North China Electric Power University, Baoding 071003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiang","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Computer, North China Electric Power University, Baoding 071003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kunzai","family":"Niu","sequence":"additional","affiliation":[{"name":"College of Management and Economics, Tianjin University, No. 92 Weijin Road, Nankai District, Tianjin 300072, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,3,31]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"724","DOI":"10.1287\/isre.1100.0322","article-title":"Research commentary\u2014The new organizing logic of digital innovation: An agenda for information systems research","volume":"21","author":"Yoo","year":"2010","journal-title":"Inf. Syst. Res."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"102458","DOI":"10.1016\/j.technovation.2022.102458","article-title":"Digital innovation and performance of manufacturing firms: An affordance perspective","volume":"119","author":"Liu","year":"2023","journal-title":"Technovation"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1016\/j.techfore.2017.06.022","article-title":"Complementary multiplatforms in the growing innovation ecosystem: Evidence from 3D printing technology","volume":"136","author":"Kwak","year":"2018","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"104148","DOI":"10.1016\/j.respol.2020.104148","article-title":"Openness in platform ecosystems: Innovation strategies for complementary products","volume":"50","author":"Cenamor","year":"2021","journal-title":"Res. Policy"},{"key":"ref_5","unstructured":"Sohu (2025, January 07). Xiaomi and TCL Join Forces! A Record-Breaking Domestic Collaboration with 7 Million Units Shipped in Two Years. Sohu. Available online: https:\/\/www.sohu.com\/a\/326337534_82439."},{"key":"ref_6","unstructured":"Huawei (2025, March 26). Chint and Huawei Signed a Cooperation Agreement. Huawei. Available online: https:\/\/solar.huawei.com\/cn\/news-room."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1007\/s10479-021-04063-7","article-title":"The influence of leadership and smart level on the strategy choice of the smart logistics platform: A perspective of collaborative innovation participation","volume":"324","author":"Liu","year":"2021","journal-title":"Ann. Oper. Res."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"4631","DOI":"10.1287\/mnsc.2021.4078","article-title":"Investment strategies for sourcing a new Technology in the presence of a mature technology","volume":"68","author":"Zhang","year":"2022","journal-title":"Manag. Sci."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1016\/j.ejor.2022.11.027","article-title":"Technology licensing strategies for three cost-differential manufacturers","volume":"308","author":"Chen","year":"2023","journal-title":"Eur. J. Oper. Res."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1505","DOI":"10.1080\/01605682.2020.1727784","article-title":"Optimal contract design in sustainable supply chain: Interactive impacts of fairness concern and overconfidence","volume":"72","author":"Xiao","year":"2021","journal-title":"J. Oper. Res. Soc."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"564","DOI":"10.1016\/j.ejor.2016.11.013","article-title":"Asymmetric relationships with symmetric suppliers: Strategic choice of supply chain price leadership in a competitive market","volume":"259","author":"Chung","year":"2017","journal-title":"Eur. J. Oper. Res."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"123694","DOI":"10.1016\/j.jclepro.2020.123694","article-title":"Pricing strategies and profit coordination under a double echelon green supply chain","volume":"278","author":"Li","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"113647","DOI":"10.1016\/j.jbusres.2023.113647","article-title":"The role of e-supply chain collaboration in collaborative innovation and value-co creation","volume":"158","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1016\/j.ejor.2021.06.042","article-title":"Impacts of leadership on corporate social responsibility management in multi-tier supply chains","volume":"299","author":"Liu","year":"2022","journal-title":"Eur. J. Oper. Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"108037","DOI":"10.1016\/j.ijpe.2021.108037","article-title":"The role of cross-shareholding in the green supply chain: Green contribution, power structure and coordination","volume":"234","author":"Xia","year":"2021","journal-title":"Int. J. Prod. Econ."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"103590","DOI":"10.1016\/j.im.2022.103590","article-title":"Impact of digital leadership capability on innovation performance: The role of platform digitization capability","volume":"59","author":"Benitez","year":"2022","journal-title":"Inf. Manag."},{"key":"ref_17","first-page":"34","article-title":"An Analysis of Entrepreneurial Leadership Based on Schumpeter\u2019s Theory of Innovation","volume":"5","author":"Peng","year":"2023","journal-title":"Acad. J. Bus. Manag."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"4475","DOI":"10.1111\/poms.13864","article-title":"How will artificial intelligence and Industry 4.0 emerging technologies transform operations management?","volume":"31","author":"Mithas","year":"2022","journal-title":"Prod. Oper. Manag."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Khan, A.A., Laghari, A.A., Li, P., Dootio, M.A., and Karim, S. (2023). The collaborative role of blockchain, artificial intelligence, and industrial internet of things in digitalization of small and medium-size enterprises. Sci. Rep., 13.","DOI":"10.1038\/s41598-023-28707-9"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1016\/j.respol.2012.09.006","article-title":"Interactive learning, informal networks and innovation: Evidence from electronics firm survey in the Pearl River Delta, China","volume":"42","author":"Fu","year":"2013","journal-title":"Res. Policy"},{"key":"ref_21","first-page":"24","article-title":"Competitive advantages through IT innovation adoption by SMEs","volume":"2","author":"Moghavvemi","year":"2012","journal-title":"Soc. Technol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"102750","DOI":"10.1016\/j.techsoc.2024.102750","article-title":"Exploring determinants influencing artificial intelligence adoption, reference to diffusion of innovation theory","volume":"79","author":"Patnaik","year":"2024","journal-title":"Technol. Soc."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1108\/JEIM-12-2014-0125","article-title":"Examining information and communication technology (ICT) adoption in SMEs: A dynamic capabilities approach","volume":"31","author":"Sunday","year":"2018","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"772","DOI":"10.1108\/IMDS-02-2013-0065","article-title":"Innovation and imitation effects\u2019 dynamics in technology adoption","volume":"113","author":"Lee","year":"2013","journal-title":"Ind. Manag. Data Syst."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1016\/j.ijindorg.2010.10.003","article-title":"Timing of technology adoption and product market competition","volume":"29","author":"Milliou","year":"2011","journal-title":"Int. J. Ind. Organ."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1111\/jscm.12073","article-title":"Toward the theory of the supply chain","volume":"51","author":"Carter","year":"2015","journal-title":"J. Supply Chain Manag."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1111\/jscm.12106","article-title":"On theory in supply chain uncertainty and its implications for supply chain integration","volume":"52","author":"Flynn","year":"2016","journal-title":"J. Supply Chain Manag."},{"key":"ref_28","first-page":"8","article-title":"Platform business models\u2013a case study of the technology industry","volume":"4","author":"Stoian","year":"2021","journal-title":"J. Econ. Manag. Sci."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"2124","DOI":"10.1080\/00207543.2019.1657247","article-title":"Distributed ledger technology in supply chains: A transaction cost perspective","volume":"58","author":"Roeck","year":"2020","journal-title":"Int. J. Prod. Res."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1177","DOI":"10.1111\/poms.12855","article-title":"A review of production and operations management research on outsourcing in supply chains: Implications for the theory of the firm","volume":"27","author":"Tsay","year":"2018","journal-title":"Prod. Oper. Manag."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1210","DOI":"10.1016\/j.respol.2013.02.009","article-title":"Technological discontinuities and the challenge for incumbent firms: Destruction, disruption or creative accumulation?","volume":"42","author":"Bergek","year":"2013","journal-title":"Res. Policy"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"103773","DOI":"10.1016\/j.respol.2019.03.018","article-title":"The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes","volume":"48","author":"Nambisan","year":"2019","journal-title":"Res. Policy"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1111\/jpim.12555","article-title":"Sustaining Complement Quality for Digital Product Platforms: A Case Study of the Philips Hue Ecosystem","volume":"38","author":"Hilbolling","year":"2020","journal-title":"J. Prod. Innov. Manag."},{"key":"ref_34","first-page":"105","article-title":"Can external knowledge search enhance the collaborative innovation capabilities of small, medium and micro enterprises?\u2014The mediating role of complementary and complementary knowledge integration","volume":"36","author":"Feng","year":"2015","journal-title":"Sci. Sci. Manag. Sci. Technol."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1287\/orsc.2020.1396","article-title":"How vertical integration affects firm innovation: Quasi-experimental evidence","volume":"32","author":"Zhang","year":"2021","journal-title":"Organ. Sci."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"102588","DOI":"10.1016\/j.technovation.2022.102588","article-title":"Vertical alliances and innovation: A systematic review of the literature and a future research agenda","volume":"122","author":"Zahoor","year":"2023","journal-title":"Technovation"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"103833","DOI":"10.1016\/j.respol.2019.103833","article-title":"Exaptation in a digital innovation ecosystem: The disruptive impacts of 3D printing","volume":"49","author":"Beltagui","year":"2020","journal-title":"Res. Policy"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"104218","DOI":"10.1016\/j.respol.2021.104218","article-title":"How open is innovation? A retrospective and ideas forward","volume":"50","author":"Dahlander","year":"2021","journal-title":"Res. Policy"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"108082","DOI":"10.1016\/j.ijpe.2021.108082","article-title":"Supply chain leadership and firm performance: A meta-analysis","volume":"235","author":"Chen","year":"2021","journal-title":"Int. J. Prod. Econ."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jbusres.2020.08.056","article-title":"Supply chain leadership driven strategic resilience capabilities management: A leader-member exchange perspective","volume":"122","author":"Shin","year":"2021","journal-title":"J. Bus. Res."},{"key":"ref_41","first-page":"85","article-title":"The interplay between power structure and decision-making in supply chains: A systematic review","volume":"2","author":"Nurhayati","year":"2021","journal-title":"J. Supply Chain Manag. Sci."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"108141","DOI":"10.1016\/j.ijpe.2021.108141","article-title":"Trapped in the supply chain? Digital servitization strategies and power relations in the case of an industrial technology supplier","volume":"236","author":"Mosch","year":"2021","journal-title":"Int. J. Prod. Econ."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"910","DOI":"10.1016\/j.ejor.2020.12.060","article-title":"Decisions and coordination of retailer-led low-carbon supply chain under altruistic preference","volume":"293","author":"Wang","year":"2021","journal-title":"Eur. J. Oper. Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1016\/j.leaqua.2013.01.002","article-title":"Leadership, information, and risk attitude: A game theoretic approach","volume":"24","author":"Kulas","year":"2013","journal-title":"Leadersh. Q."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"106203","DOI":"10.1016\/j.asoc.2020.106203","article-title":"Co-reconfiguration of product family and supply chain using leader\u2013follower Stackelberg game theory: Bi-level multi-objective optimization","volume":"91","author":"Pakseresht","year":"2020","journal-title":"Appl. Soft Comput."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1108\/SCM-09-2017-0283","article-title":"The impact of asymmetry on performance in different collaboration and integration environments in supply chain management","volume":"23","author":"Michalski","year":"2018","journal-title":"Supply Chain. Manag. Int. J."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1016\/j.ejor.2015.07.004","article-title":"Asymmetric product distribution between symmetric manufacturers using dual-channel supply chains","volume":"248","author":"Matsui","year":"2016","journal-title":"Eur. J. Oper. Res."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1009","DOI":"10.1108\/IJOPM-04-2022-0235","article-title":"Dependence structure, relational mechanisms and performance: Teasing out the differences between upstream and downstream supply chain partners","volume":"43","author":"Pu","year":"2023","journal-title":"Int. J. Oper. Prod. Manag."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1108\/SCM-01-2012-0033","article-title":"Socially responsible supply chains: Power asymmetries and joint dependence","volume":"18","author":"Grosvold","year":"2013","journal-title":"Supply Chain Manag. Int. J."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"106209","DOI":"10.1016\/j.cie.2019.106209","article-title":"Impact of fairness concern on retailer-dominated supply chain","volume":"139","author":"Pan","year":"2020","journal-title":"Comput. Ind. Eng."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"926","DOI":"10.1016\/j.ejor.2019.07.074","article-title":"The shelf space and pricing strategies for a retailer-dominated supply chain with consignment based revenue sharing contracts","volume":"280","author":"Zhao","year":"2020","journal-title":"Eur. J. Oper. Res."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.ijpe.2017.10.021","article-title":"Timing of sales commitment in a supply chain with manufacturer-quality and retailer-effort induced demand","volume":"195","author":"Liu","year":"2018","journal-title":"Int. J. Prod. Econ."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"108068","DOI":"10.1016\/j.ijpe.2021.108068","article-title":"Collaborative innovation in supply chain systems: Value creation and leadership structure","volume":"235","author":"Shen","year":"2021","journal-title":"Int. J. Prod. Econ."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1458","DOI":"10.1016\/j.jclepro.2014.10.029","article-title":"The role of supply chain leadership in the learning of sustainable practice: Toward an integrated framework","volume":"137","author":"Gosling","year":"2016","journal-title":"J. Clean. Prod."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1108\/SCM-09-2020-0433","article-title":"Open supply chain innovation: An extended view on supply chain collaboration","volume":"27","author":"Solaimani","year":"2022","journal-title":"Supply Chain Manag. Int. J."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"471","DOI":"10.1108\/SCM-11-2014-0386","article-title":"The role of collaboration in supply chain resilience","volume":"20","author":"Scholten","year":"2015","journal-title":"Supply Chain Manag. Int. J."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"66","DOI":"10.69554\/FWIB4797","article-title":"Supply chain leadership, transparency, workforce development and collaboration through control tower implementation","volume":"3","author":"Dalporto","year":"2020","journal-title":"J. Supply Chain Manag. Logist. Procure."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1016\/j.cie.2019.01.021","article-title":"Supply chain integration, advanced manufacturing technology, and strategic leadership: An empirical study","volume":"130","author":"Birasnav","year":"2019","journal-title":"Comput. Ind. Eng."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.leaqua.2018.08.002","article-title":"Strategic shared leadership and organizational dynamic capabilities","volume":"30","author":"Pitelis","year":"2019","journal-title":"Leadersh. Q."},{"key":"ref_60","first-page":"76","article-title":"The emergence of emergent leadership: A comprehensive framework and directions for future research","volume":"47","author":"Hanna","year":"2021","journal-title":"J. Manag."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1080\/14697017.2021.1861697","article-title":"Leadership in the implementation of change: Functions, sources, and requisite variety","volume":"21","author":"Ford","year":"2021","journal-title":"J. Chang. Manag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"120795","DOI":"10.1016\/j.techfore.2021.120795","article-title":"The adoption of digital technologies in supply chains: Drivers, process and impact","volume":"169","author":"Yang","year":"2021","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"102240","DOI":"10.1016\/j.techsoc.2023.102240","article-title":"The role of technology adoption in sustainable development: Overview, opportunities, challenges, and future research agendas","volume":"73","year":"2023","journal-title":"Technol. Soc."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"617","DOI":"10.1287\/orsc.2018.1270","article-title":"Generativity tension and value creation in platform ecosystems","volume":"30","author":"Cennamo","year":"2019","journal-title":"Organ. Sci."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/4\/241\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:07:00Z","timestamp":1760029620000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/4\/241"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,31]]},"references-count":64,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2025,4]]}},"alternative-id":["systems13040241"],"URL":"https:\/\/doi.org\/10.3390\/systems13040241","relation":{},"ISSN":["2079-8954"],"issn-type":[{"type":"electronic","value":"2079-8954"}],"subject":[],"published":{"date-parts":[[2025,3,31]]}}}