{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T08:36:48Z","timestamp":1773909408504,"version":"3.50.1"},"reference-count":89,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2021,2,26]],"date-time":"2021-02-26T00:00:00Z","timestamp":1614297600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Informatics"],"abstract":"<jats:p>Rational models of human behavior aim to predict, possibly control, humans. There are two primary models, the cognitive model that treats behavior as implicit, and the behavioral model that treats beliefs as implicit. The cognitive model reigned supreme until reproducibility issues arose, including Axelrod\u2019s prediction that cooperation produces the best outcomes for societies. In contrast, by dismissing the value of beliefs, predictions of behavior improved dramatically, but only in situations where beliefs were suppressed, unimportant, or in low risk, highly certain environments, e.g., enforced cooperation. Moreover, rational models lack supporting evidence for their mathematical predictions, impeding generalizations to artificial intelligence (AI). Moreover, rational models cannot scale to teams or systems, which is another flaw. However, the rational models fail in the presence of uncertainty or conflict, their fatal flaw. These shortcomings leave rational models ill-prepared to assist the technical revolution posed by autonomous human\u2013machine teams (A-HMTs) or autonomous systems. For A-HMT teams, we have developed the interdependence theory of complementarity, largely overlooked because of the bewilderment interdependence causes in the laboratory. Where the rational model fails in the face of uncertainty or conflict, interdependence theory thrives. The best human science teams are fully interdependent; intelligence has been located in the interdependent interactions of teammates, and interdependence is quantum-like. We have reported in the past that, facing uncertainty, human debate exploits the interdependent bistable views of reality in tradeoffs seeking the best path forward. Explaining uncertain contexts, which no single agent can determine alone, necessitates that members of A-HMTs express their actions in causal terms, however imperfectly. Our purpose in this paper is to review our two newest discoveries here, both of which generalize and scale, first, following new theory to separate entropy production from structure and performance, and second, discovering that the informatics of vulnerability generated during competition propels evolution, invisible to the theories and practices of cooperation.<\/jats:p>","DOI":"10.3390\/informatics8010014","type":"journal-article","created":{"date-parts":[[2021,2,26]],"date-time":"2021-02-26T09:47:20Z","timestamp":1614332840000},"page":"14","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Exploring the Interdependence Theory of Complementarity with Case Studies. 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Assessment and Recommendations, RAND Corporation. Available online: https:\/\/www.rand.org\/pubs\/research_reports\/RR4229.html.","DOI":"10.7249\/RR4229"},{"key":"ref_3","unstructured":"Congressional Research Service (CRS) (2020, March 28). Defense Primer: U.S. Policy on Lethal Autonomous Weapon Systems, Congressional Research Service. Available online: https:\/\/fas.org\/sgp\/crs\/natsec\/IF11150.pdf."},{"key":"ref_4","unstructured":"Larson, C. (2021, January 15). Smart Bombs: Military, Defense, National Security and More. Golden Horde: The Air Force\u2019s Plan for Networked Bombs. Available online: https:\/\/www.19fortyfive.com\/2021\/01\/golden-horde-the-air-forces-plan-for-networked-bombs\/."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1007\/BF01886518","article-title":"Quantum mechanical computers","volume":"16","author":"Feynman","year":"1986","journal-title":"Found. Phys."},{"key":"ref_6","unstructured":"United States Department of Defense (2020, November 04). Summary of the 2018 National Defense Strategy of the United States of America. Sharpening the American Military\u2019s Competitive Edge, Available online: https:\/\/dod.defense.gov\/Portals\/1\/Documents\/pubs\/2018-National-Defense-Strategy-Summary.pdf."},{"key":"ref_7","unstructured":"Johnson, J. (Modern War Institute, 2020). Artificial Intelligence and the Bomb: Nuclear Command and Control in the Age of the Algorithm, Modern War Institute."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Cohen, R.S., Chandler, N., Enron, S., Frederick, B., Han, E., Klein, F.E., Rhoades, A.L., Shatz, H.J., and Shokh, Y. (2020, May 18). Peering into the Crystal Ball. Holistically Assessing the Future of Warfare, Rand Corporation, Document Number: RB-10073-AF. Available online: https:\/\/www.rand.org\/pubs\/research_briefs\/RB10073.html.","DOI":"10.7249\/RB10073"},{"key":"ref_9","unstructured":"Reding, D.F., and Eaton, J. (2020). Trends 2020\u20132040. Exploring the S&T Edge. NATO Sci. Technol. Organ., Available online: https:\/\/www.nato.int\/nato_static_fl2014\/assets\/pdf\/2020\/4\/pdf\/190422-ST_Tech_Trends_Report_2020-2040.pdf."},{"key":"ref_10","unstructured":"Lye, H. (2020). AI, Data, Space and Hypersonics Set to Be \u2018Strategic Disruptors\u2019: NATO. Army Technol., Available online: https:\/\/www.army-technology.com\/features\/ai-data-space-and-hypersonics-set-to-be-strategic-disruptors-nato\/."},{"key":"ref_11","unstructured":"Cartwright, D. (1951). Field Theory of Social Science. Selected Theoretical Papers, Harper & Brothers."},{"key":"ref_12","unstructured":"Walden, D.D., Roedler, G.J., Forsberg, K.J., Hamelin, R.D., and Shortell, T.M. (2015). Systems Engineering Handbook. A Guide for System Life Cycle Processes and Activities, John Wiley & Sons. [4th ed.]."},{"key":"ref_13","unstructured":"Kelley, H.H. (1979). Personal Relationships: Their Structure and Processes, Lawrence Earlbaum."},{"key":"ref_14","first-page":"3","article-title":"Major developments in five decades of social psychology","volume":"Volume 1","author":"Gilbert","year":"1998","journal-title":"Handbook of Social Psychology"},{"key":"ref_15","unstructured":"Axelrod, R. (1984). The Evolution of Cooperation, Basic."},{"key":"ref_16","first-page":"413","article-title":"Human cooperation","volume":"17","author":"Rand","year":"2013","journal-title":"Cogn. Sci."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Nosek, B. (2015). Open Collaboration of Science: Estimating the reproducibility of psychological science. Science, 349.","DOI":"10.1126\/science.aac4716"},{"key":"ref_18","first-page":"50","article-title":"Methods of AI for Multimodal Sensing and Action for Complex Situations","volume":"40","author":"Blasch","year":"2019","journal-title":"AI Mag."},{"key":"ref_19","unstructured":"Hare, B., and Woods, V. (2020). Survival of the Friendliest. Understanding our Origins and Rediscovering Our Common Humanity, Penguin Random House."},{"key":"ref_20","first-page":"233","article-title":"Data Analyses in Social Psychology","volume":"Volume 1","author":"Gilbert","year":"1998","journal-title":"Handbook of Social Psychology"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Lawless, W.F. (2020). Quantum-Like Interdependence Theory Advances Autonomous Human\u2013Machine Teams. Entropy, 22.","DOI":"10.3390\/e22111227"},{"key":"ref_22","unstructured":"Gilbert, D.T., Lindzey, G., and Fiske, S.T. (1998). Attraction and close relationships. The Handbook of Social Psychology, Lawrence Erlbaum. [4th ed.]."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Lawless, W.F. (2019). The Interdependence of Autonomous Human-Machine Teams: The Entropy of Teams, But Not Individuals, Advances Science. Entropy, 21.","DOI":"10.3390\/e21121195"},{"key":"ref_24","unstructured":"Leary, L. (1955). Science and the unity of knowledge. The Unity of Knowledge, Doubleday."},{"key":"ref_25","unstructured":"Cooke, N.J., and Hilton, M.L. (2015). Enhancing the Effectiveness of Team Science, National Academies Press."},{"key":"ref_26","unstructured":"Cummings, J. (2015). Team Science Successes and Challenges. National Science Foundation Sponsored Workshop on Fundamentals of Team Science and the Science of Team Science, Bethesda."},{"key":"ref_27","unstructured":"Hansen, L.P. (2020). How Quantitative Models Can Help Policy Makers Respond to COVID-19. Good Policy Making Recognizes and Adapts to the Uncertainty Inherent in Model Building, Chicago Booth Review."},{"key":"ref_28","first-page":"77","article-title":"Portfolio Selection","volume":"7","author":"Markowitz","year":"1952","journal-title":"J. Financ."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Artzner, P., Delbaen, F., Eber, J.M., and Heath, D. (2001). Coherent Measures of Risk. Math. Financ.","DOI":"10.1017\/CBO9780511615337.007"},{"key":"ref_30","unstructured":"Hughes, W. (2019). Proposed Merger Holds Promise for U.S. National Security. Real Clear Def., Available online: https:\/\/www.realcleardefense.com\/articles\/2019\/08\/28\/proposed_merger_holds_promise_for_us_national_security_114704.html."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1037\/amp0000419","article-title":"Teams of psychologists helping teams: The evolution of the science of team training","volume":"74","author":"Bisbey","year":"2019","journal-title":"Am. Psychol."},{"key":"ref_32","first-page":"1","article-title":"Causal Entropic Forces","volume":"110","author":"Freer","year":"2013","journal-title":"Phys. Rev. Lett."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Tetlock, P.E., and Gardner, D. (2016). Superforecasting: The Art and Science of Prediction. Risks, 4.","DOI":"10.3390\/risks4030024"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1037\/a0014665","article-title":"Strong Claims and Weak Evidence: Reassessing the Predictive Validity of the IAT","volume":"94","author":"Blanton","year":"2009","journal-title":"J. Appl. Psychol."},{"key":"ref_35","unstructured":"Shortell, T., and Lawless, W.F. (2021). Case Study. Uber Fatal Accident 2018. Systems Engineering Handbook, International Council on System Engineering (NCOSE). (in preparation)."},{"key":"ref_36","unstructured":"McChrystal, S.A., Collins, T., Silverman, D., and Fu, C. (2015). Team of Teams: New Rules of Engagement for a Complex World, Penguin."},{"key":"ref_37","first-page":"79","article-title":"AI Bookie Bet: How likely is it that an AI-based system will self-authorize taking control from a human operator?","volume":"40","author":"Sofge","year":"2019","journal-title":"AI Mag."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Rosenbrock, H.H. (1990). Human-centred systems. Designing Human-Centred Technology: A Cross-Disciplinary Project in Computer-Aided Manufacturing, Springer.","DOI":"10.1007\/978-1-4471-1717-9"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Gill, S.P. (2008). On human-machine symbiosis. Cognition, Communication and Interaction. Transdisciplinary Perspectives on Interactive Technology, Springer.","DOI":"10.1007\/978-1-84628-927-9"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1145\/1070960.1070976","article-title":"Human-centered design considered harmful","volume":"12","author":"Norman","year":"2005","journal-title":"Interactions"},{"key":"ref_41","unstructured":"Kissinger, H.A. (2018, June 15). How the Enlightenment Ends. Philosophically, Intellectually\u2014In Every Way\u2014Human Society is Unprepared for the Rise of Artificial Intelligence. The Atlantic, Available online: https:\/\/www.theatlantic.com\/magazine\/archive\/2018\/06\/henry-kissinger-ai-could-mean-the-end-of-human-history\/559124\/."},{"key":"ref_42","unstructured":"(2019, July 15). Ready for Weapons with Free Will?. New York Times., Available online: https:\/\/www.nytimes.com\/2019\/06\/26\/opinion\/weapons-artificial-intelligence.html."},{"key":"ref_43","unstructured":"Atherton, K.D. (2019). When Should the Pentagon Update Its Rules on Autonomous Weapons?. Artif. Intell., Available online: https:\/\/www.c4isrnet.com\/battlefield-tech\/2019\/12\/12\/when-should-the-pentagon-update-its-rules-on-autonomous-weapons\/."},{"key":"ref_44","unstructured":"Freedberg, S.J.J. (Breaking Defence, 2020). Project Convergence: Linking Army Missile Defense, Offense, & Space. The Army wants to do a tech demonstration in the southwestern desert\u2014COVID permitting\u2014Of how the new weapons systems it\u2019s developing can share data, Breaking Defence."},{"key":"ref_45","unstructured":"Hay, W.A. (Wall Street Journal, 2020). The Cabinet\u2019 Review. George Washington and the creation of an American institution. By Lindsay Chervinsky. Belknap\/Harvard: Advise and Dissent. Washington Stalked from the Chamber when the Senate Referred his Questions to a Committee. He Decided to Fashion His Own Advisory Group, Wall Street Journal."},{"key":"ref_46","unstructured":"Dallen, R.A. (2015). Major Eisenhower: Decision-Making and Consensus in an Unfamiliar Context, United States Army Command and General Staff College."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Galambos, L. (1984). The Papers of Dwight David Eisenhower, Johns Hopkins University Press.","DOI":"10.56021\/9780801827204"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Fouad, H.Y., Raz, A.K., Llinas, J., Lawless, W.F., and Mittu, R. (2021). Finding the Path toward Design of Synergistic Human-Centric Complex Systems. IEEE Syst. Man Cybern., (in preparation).","DOI":"10.1007\/978-3-030-89385-9_5"},{"key":"ref_49","unstructured":"Barab\u00e1si, A.L. (2012). Network Science: Understanding the Internal Organization of Complex Systems. 2012 AAAI Spring Symposium Series, Stanford, CA, USA, 26\u201328 March 2012, AAAI Publications."},{"key":"ref_50","unstructured":"Amadae, S.M. (2018, May 20). Rational Choice Theory. Available online: https:\/\/www.britannica.com."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1103\/RevModPhys.88.035006","article-title":"Control principles of complex systems","volume":"88","author":"Liu","year":"2016","journal-title":"Rev. Mod. Phys."},{"key":"ref_52","unstructured":"Zalta, E.N. (2019). Cognitive science. The Stanford Encyclopedia of Philosophy, The Metaphysics Research Lab."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Hansen, L.P. (2020, April 25). Uncertainty inside and outside of economic models. The Nobel Prize, Available online: https:\/\/www.nobelprize.org\/prizes\/economic-sciences\/2013\/hansen\/lecture\/.","DOI":"10.3386\/w20394"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"E10387","DOI":"10.1073\/pnas.1811964115","article-title":"Collective decision making by rational individuals","volume":"115","author":"Mann","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_55","first-page":"95","article-title":"Reasoning with Cause and Effect","volume":"23","author":"Pearl","year":"2002","journal-title":"AI Mag."},{"key":"ref_56","unstructured":"Pearl, J., and Mackenzie, D. (Wall Street Journal, 2018). AI Can\u2019t Reason Why. The current data-crunching approach to machine learning misses an essential element of human intelligence, Wall Street Journal."},{"key":"ref_57","unstructured":"National Transportation Safety Board (National Transportation Safety Board, 2018). Preliminary Report Highway HWY18MH010. The Information in this Report is Preliminary and will be Supplemented or Corrected During the Course of the Investigation, National Transportation Safety Board."},{"key":"ref_58","unstructured":"National Transportation Safety Board (National Transportation Safety Board, 2019). Inadequate Safety Culture Contributed to Uber Automated Test Vehicle Crash\u2014NTSB Calls for Federal Review Process for Automated Vehicle Testing on Public Roads, National Transportation Safety Board."},{"key":"ref_59","unstructured":"Wilkes, W. (Wall Street Journal, 2018). How the World\u2019s Biggest Companies Are Fine-Tuning the Robot Revolution. Automation is leading to job growth in certain industries where machines take on repetitive tasks, freeing humans for more creative duties, Wall Street Journal."},{"key":"ref_60","unstructured":"Boudette, N.E. (New York Times, 2018). Can Elon Musk and Tesla Reinvent the Way Cars Are Made? Scrambling to Turn Out Its First Mass-Market Electric Car, The Automaker Set up Multiple Assembly Lines and Is Changing Production Processes on The Fly, New York Times."},{"key":"ref_61","unstructured":"Kottenstette, R. (TechCrunch, 2020). Elon Musk Wasn\u2019t Wrong about Automating the Model 3 Assembly Line\u2014He Was Just Ahead of His Time, TechCrunch."},{"key":"ref_62","unstructured":"Sherman, L. (Forbes, 2018). Tesla Survived Manufacturing Hell\u2014Now Comes the Hard Part, Forbes."},{"key":"ref_63","unstructured":"Easterbrook, G. (Wall Street Journal, 2019). By Edward Niedermeyer (2019), \u2018Ludicrous. The unvarnished story of Tesla Motors. BenBella\u2019. Book Review: A Revolutionary Old Product. For all its innovations\u2014from battery power to computer-assisted driving\u2014Tesla continues to emphasize its cars\u2019 speed, luxury and sex appeal, Wall Street Journal."},{"key":"ref_64","unstructured":"LaGrone, S. (US Naval Institute, 2020). USS Fitzgerald Returns to Sea After Repairs Caused by Fatal 2017 Collision, US Naval Institute."},{"key":"ref_65","unstructured":"National Transportation Safety Board (2019). Collision between US Navy Destroyer John S McCain and Tanker Alnic MC Singapore Strait, 5 Miles Northeast of Horsburgh Lighthouse August 21, 2017, National Transportation Safety Board. PB2019-100970 Notation 58325."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Bradbury, J.A., Branch, K.M., and Malone, E.L. (2003). An Evaluation of DOE-EM Public Participation Programs (PNNL-14200), Pacific Northwest National Laboratory.","DOI":"10.2172\/15003670"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1080\/00207233.2014.881165","article-title":"Public consent for the geologic disposal of highly radioactive wastes and spent nuclear fuel","volume":"71","author":"Lawless","year":"2014","journal-title":"Int. J. Environ. Stud."},{"key":"ref_68","unstructured":"Cary, A. (Tri-City Herald, 2020). New $13 Billion Contract Awarded for Hanford Tank Farm Cleanup, Tri-City Herald."},{"key":"ref_69","unstructured":"Cooke, N. (2020, January 23\u201324). Effective human-artificial intelligence teaming. Proceedings of the AAAI-2020 Spring Symposium, Stanford, CA, USA."},{"key":"ref_70","unstructured":"(2002, January 01). White Paper. European Governance (COM (2001) 428 Final; Brussels, 25 July 2001). Brussels, Commission of the European Community (doc\/01\/10, Brussels, 25 July 2001), Available online: https:\/\/ec.europa.eu\/commission\/presscorner\/detail\/en\/DOC_01_10."},{"key":"ref_71","unstructured":"Akiyoshi, M., Lawless, W.F., Whitton, J., Charnley-Parry, I., and Butler, W.N. (2019). Effective Decision Rules for Public Engagement in Radioactive Waste Disposal: Evidence from the United States, the United Kingdom, and Japan, Nuclear Energy, Nuclear and Social Science Nexus. OECD Nuclear Energy Agency Workshop."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1017\/S0305004100013554","article-title":"Discussion of Probability Relations between Separated Systems","volume":"31","year":"1935","journal-title":"Proc. Camb. Philos. Soc."},{"key":"ref_73","unstructured":"Von Bertalanffy, L. (1968). General System Theory: Foundations, Development, Applications, Braziller."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Checkland, P. (1999). Systems Thinking, Systems Practice, Wiley.","DOI":"10.1093\/oso\/9780198775331.003.0004"},{"key":"ref_75","unstructured":"Reed, T. (Forbes, 2020). Has Boeing Become A Permanent No. 2 To Airbus?, Forbes."},{"key":"ref_76","unstructured":"Mou, M. (Wall Street Journal, 2021). HNA Group\u2019s Financial Maneuvers Powered Its Rise\u2014and Caused Its Downfall. The findings of a working group are shedding some light on the unorthodox ways that money was moved around within the conglomerate, Wall Street Journal."},{"key":"ref_77","unstructured":"Fitch, A. (Wall Street Journal, 2021). AMD Agrees to Buy Rival Chip Maker Xilinx for $35 Billion. U.S. Semiconductor Industry Consolidation Gains Pace with Another Landmark Transaction, Wall Street Journal."},{"key":"ref_78","unstructured":"Grant, N. (Bloomberg News, 2020). Salesforce to Buy Software Maker Slack for $27.7 Billion, Bloomberg News."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"1152","DOI":"10.3390\/e15041152","article-title":"Entropy and entropy production: Old misconceptions and new breakthroughs","volume":"15","author":"Martyushev","year":"2013","journal-title":"Entropy"},{"key":"ref_80","unstructured":"Shelbourne, M. (USNI News, 2021). HII Purchases Autonomy Company to Bolster Unmanned Surface Business, USNI News."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Kimura, M. (1983). The Neutral Theory of Molecular Evolution, Cambridge University Press.","DOI":"10.1017\/CBO9780511623486"},{"key":"ref_82","unstructured":"Herrera, S., and Chin, K. (Wall Street Journal, 2021). Amazon, Berkshire Hathaway, JPMorgan End Health-Care Venture Haven. Company had targeted innovations in primary care, insurance coverage, prescription drug costs, Wall Street Journal."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"1000","DOI":"10.1037\/a0029924","article-title":"On the theoretical and empirical status of the matching law and matching theory","volume":"139","author":"McDowell","year":"2013","journal-title":"Psychol. Bull."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"McFadden, J., and Al-Khalili, J. (2018). The origins of quantum biology. Proc. R. Soc. A, 474.","DOI":"10.1098\/rspa.2018.0674"},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.jmp.2016.11.001","article-title":"The entangled nature of interdependence. Bistability, irreproducibility and uncertainty","volume":"78","author":"Lawless","year":"2017","journal-title":"J. Math. Psychol."},{"key":"ref_86","unstructured":"Walch, K. (Forbes, 2020). The Future with Level 5 Autonomous Cars, Forbes."},{"key":"ref_87","unstructured":"Lawless, W.F. (2019). Interdependence for Human-Machine Teams, Foundations of Science, Springer."},{"key":"ref_88","unstructured":"Schr\u00f6dinger, E. (1944). What is Life? The Physical Aspect of the Living Cell, Dublin Institute for Advanced Studies at Trinity College."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TIP.2019.2923608","article-title":"Neural Multimodal Cooperative Learning toward Micro-Video Understanding","volume":"29","author":"Wei","year":"2020","journal-title":"IEEE Trans. Image Process."}],"container-title":["Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2227-9709\/8\/1\/14\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T05:29:10Z","timestamp":1760160550000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2227-9709\/8\/1\/14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,2,26]]},"references-count":89,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2021,3]]}},"alternative-id":["informatics8010014"],"URL":"https:\/\/doi.org\/10.3390\/informatics8010014","relation":{},"ISSN":["2227-9709"],"issn-type":[{"value":"2227-9709","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,2,26]]}}}