{
  "meta": {
    "dataset": "counted-map-public",
    "title": "The Counted Map — aggregate public projection",
    "contributor": "Nigel Williams",
    "contributor_url": "https://github.com/NigelWilliamUOP",
    "source_repository": "https://github.com/NigelWilliamUOP/systems-map",
    "method": "Concepts were matched in Scopus record titles; target terms were matched in their cited-reference strings. Links survive only above the stated weight and distinct-citing-record thresholds.",
    "interpretation": "A link is a keyword-labelled citation signal in this corpus, not a claim that one idea influenced, entailed, agreed with, or derived from another.",
    "rights_projection": "Aggregate counts, years and DOI handles only. The private corpus, Scopus fields, EIDs and raw cited-reference strings are excluded.",
    "reproduction_status": "The build code is included, but the source corpus and shrink step are not public; the published aggregate has therefore not been independently rerun.",
    "thresholds": {
      "min_works": 3,
      "min_edge_weight": 5,
      "min_citing_works": 3
    },
    "concept_count": 98,
    "evidenced_concept_count": 89,
    "edge_count": 1856,
    "concept_matched_work_count": 15406,
    "source_document_count": 85832,
    "source_reference_row_count": 13792287,
    "raw_reference_string_count_published": 0
  },
  "concepts": [
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      "id": "concept_cybernetics",
      "label": "Cybernetics",
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      "work_count": 165,
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      "last_year": 2026,
      "status": "evidenced",
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        {
          "doi": "10.1002/(SICI)1099-1743(199905/06)16:3<203::AID-SRES210>3.0.CO;2-1",
          "title": "Systemics and cybernetics in a historical perspective",
          "year": "1999",
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        },
        {
          "doi": "10.1108/03684920410556007",
          "title": "Second-order cybernetics: an historical introduction",
          "year": "2004",
          "cited_by": 93
        },
        {
          "doi": "10.1007/s12671-017-0736-8",
          "title": "The Mindful Personality: a Meta-analysis from a Cybernetic Perspective",
          "year": "2017",
          "cited_by": 66
        },
        {
          "doi": "10.1002/sdr.400",
          "title": "System dynamics and cybernetics: A synergetic pair",
          "year": "2008",
          "cited_by": 66
        },
        {
          "doi": "10.1006/jtbi.2001.2262",
          "title": "Cybernetic formulation of the definition of life",
          "year": "2001",
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        }
      ]
    },
    {
      "id": "concept_second_order_cybernetics",
      "label": "Second-order cybernetics",
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      "last_year": 2022,
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        {
          "doi": "10.1108/03684920410556007",
          "title": "Second-order cybernetics: an historical introduction",
          "year": "2004",
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        },
        {
          "doi": "10.1515/semi.1999.127.1-4.169",
          "title": "Biosemiotics and the foundation of cybersemiotics: Reconceptualizing the insights of ethology, second-order cybernetics,",
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        },
        {
          "doi": "10.1002/(sici)1099-1735(199609)13:3<229::aid-sres96>3.0.co;2-b",
          "title": "From second-order cybernetics to cybersemiotics: A semiotic re-entry into the second-order cybernetics of Heinz von Foer",
          "year": "1996",
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        },
        {
          "doi": "10.1515/semi.2005.2005.154-1-4.355",
          "title": "The construction of information and communication: A cybersemiotic reentry into Heinz von Foerster's metaphysical constr",
          "year": "2005",
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        },
        {
          "doi": "10.1007/s10699-020-09721-w",
          "title": "A Landmark in the History of Science: H. von Foerster’s Cybernetics of Cybernetics (1974)",
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          "cited_by": 0
        }
      ]
    },
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      "id": "concept_management_cybernetics",
      "label": "Management cybernetics",
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      "status": "evidenced",
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        {
          "doi": "10.1080/08920750390198513",
          "title": "Management cybernetics: A new institutional framework for coastal management",
          "year": "2003",
          "cited_by": 11
        },
        {
          "doi": "10.1002/sres.70000",
          "title": "Integrating Evolutionary Processes With Organisational Cybernetics: Approaching Epistemology Through Metatheory",
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          "cited_by": 0
        },
        {
          "doi": "10.1016/0377-2217(79)90025-0",
          "title": "Management cybernetics: a look at the debate",
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        }
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      "id": "concept_viable_system_model",
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        {
          "doi": "10.1016/j.ejor.2012.06.032",
          "title": "Using the Viable System Model (VSM) to structure information processing complexity in disaster response",
          "year": "2013",
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        },
        {
          "doi": "10.1007/s10979-005-8485-y",
          "title": "The viable systems model applied to a national system of innovation to inform policy development",
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        },
        {
          "doi": "10.1080/01969722.2016.1209375",
          "title": "A Test of the Viable System Model: Theoretical Claim vs. Empirical Evidence",
          "year": "2016",
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        },
        {
          "doi": "10.1016/j.ejor.2014.11.026",
          "title": "Application of the Viable System Model to analyse communications structures: A case study of disaster response in Japan",
          "year": "2015",
          "cited_by": 33
        },
        {
          "doi": "10.4324/9780429490835",
          "title": "Sustainable self-governance in businesses and society: The viable system model in action",
          "year": "2022",
          "cited_by": 17
        }
      ]
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    {
      "id": "concept_general_system_theory",
      "label": "General system theory",
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      "status": "evidenced",
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        {
          "doi": "10.1142/5871",
          "title": "General systems theory: Problems, perspectives, practice",
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        },
        {
          "doi": "10.1111/j.0021-8782.2004.00359.x",
          "title": "On the role of general system theory for functional neuroimaging",
          "year": "2004",
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        },
        {
          "doi": "10.1207/S15327957PSPR0604_07",
          "title": "A General Systems Theory of Marriage: Nonlinear Difference Equation Modeling of Marital Interaction",
          "year": "2002",
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        },
        {
          "doi": "10.1007/BF00694427",
          "title": "General system theory: Toward a conceptual framework for science and technology education for all",
          "year": "1993",
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        },
        {
          "doi": "10.1111/isj.12320",
          "title": "A possible conceptualization of the information systems (IS) artifact: A general systems theory perspective1",
          "year": "2021",
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        }
      ]
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    {
      "id": "concept_requisite_variety",
      "label": "Requisite variety",
      "seeded_from": "seed_v1",
      "work_count": 4,
      "first_year": 1976,
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      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.4135/9781446201084.n16",
          "title": "Complexity and organization–environment relations: Revisiting Ashby's law of requisite variety",
          "year": "2011",
          "cited_by": 95
        },
        {
          "doi": "10.1007/s10955-017-1776-0",
          "title": "Leveraging Environmental Correlations: The Thermodynamics of Requisite Variety",
          "year": "2017",
          "cited_by": 27
        },
        {
          "doi": "10.1108/eb005426",
          "title": "The architecture of requisite variety: An Empirical Application of Managerial Cybernetics to the Organization of Socio-E",
          "year": "1976",
          "cited_by": 4
        }
      ]
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    {
      "id": "concept_homeostasis",
      "label": "Homeostasis",
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      "work_count": 52,
      "first_year": 1970,
      "last_year": 2026,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1038/ng.520",
          "title": "New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk",
          "year": "2010",
          "cited_by": 1893
        },
        {
          "doi": "10.1111/j.1539-6924.1982.tb01384.x",
          "title": "The Theory of Risk Homeostasis: Implications for Safety and Health",
          "year": "1982",
          "cited_by": 918
        },
        {
          "doi": "10.1080/00140138808966691",
          "title": "Risk homeostasis theory and traffic accidents: Propositions, deductions and discussion of dissension in recent reactions",
          "year": "1988",
          "cited_by": 181
        },
        {
          "doi": "10.1016/j.molmet.2017.01.002",
          "title": "Inducible overexpression of adiponectin receptors highlight the roles of adiponectin-induced ceramidase signaling in lip",
          "year": "2017",
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        {
          "doi": "10.1017/S0143814X09990158",
          "title": "Process sequencing policy dynamics: Beyond homeostasis and path dependency",
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    {
      "id": "concept_feedback",
      "label": "Feedback",
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      "first_year": 1978,
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      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1158/0008-5472.CAN-08-1942",
          "title": "A double-negative feedback loop between ZEB1-SIP1 and the microRNA-200 family regulates epithelial-mesenchymal transitio",
          "year": "2008",
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        {
          "doi": "10.1210/endo-104-5-1286",
          "title": "Endogenous opioids participate in the regulation of the hypothalamic-pituitary-luteinizing hormone axis and testosterone",
          "year": "1979",
          "cited_by": 300
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        {
          "doi": "10.1017/S0033291715002044",
          "title": "Depression as a systemic syndrome: Mapping the feedback loops of major depressive disorder",
          "year": "2016",
          "cited_by": 175
        },
        {
          "doi": "10.1016/j.neunet.2009.08.005",
          "title": "Delayed feedback control of bursting synchronization in a scale-free neuronal network",
          "year": "2010",
          "cited_by": 123
        },
        {
          "doi": "10.1016/S0022-5193(05)80485-0",
          "title": "Feedback loop between kinship and dominance: the macaque model",
          "year": "1990",
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        }
      ]
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    {
      "id": "concept_autopoiesis",
      "label": "Autopoiesis",
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      "first_year": 1992,
      "last_year": 2026,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1111/1467-954X.00367",
          "title": "Can social systems be autopoietic? Assessing Luhmann's social theory",
          "year": "2002",
          "cited_by": 134
        },
        {
          "doi": "10.1016/S0022-5193(03)00034-1",
          "title": "Autopoietic and (M,R) systems",
          "year": "2003",
          "cited_by": 94
        },
        {
          "doi": "10.1007/s11084-012-9297-y",
          "title": "Autopoiesis 40 years Later. A Review and a Reformulation",
          "year": "2012",
          "cited_by": 74
        },
        {
          "doi": "10.1080/03081079208945072",
          "title": "Autocatakinetics, yes—autopoiesis, no: Steps toward a unified theory of evolutionary ordering",
          "year": "1992",
          "cited_by": 50
        },
        {
          "doi": "10.1111/j.1468-4446.2000.00581.x",
          "title": "Autopoiesis and socialization: On Luhmann's reconceptualization of communication and socialization",
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    {
      "id": "concept_self_organisation",
      "label": "Self-organisation",
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      "status": "evidenced",
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        {
          "doi": "10.1017/s0954579497001442",
          "title": "The role of self-organization in the promotion of resilience in maltreated children",
          "year": "1997",
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        },
        {
          "doi": "10.1162/106454699568737",
          "title": "Stigmergy, self-organization, and sorting in collective robotics",
          "year": "1999",
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        },
        {
          "doi": "10.1016/j.neuroscience.2008.03.050",
          "title": "Self-organization and neuronal avalanches in networks of dissociated cortical neurons",
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        },
        {
          "doi": "10.1023/B:AURO.0000033973.24945.f3",
          "title": "Evolving self-organizing behaviors for a swarm-bot",
          "year": "2004",
          "cited_by": 294
        },
        {
          "doi": "10.1207/S15327957PSPR0604_05",
          "title": "Control Processes and Self-Organization as Complementary Principles Underlying Behavior",
          "year": "2002",
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      ]
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    {
      "id": "concept_emergence",
      "label": "Emergence",
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      "first_year": 1979,
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      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1016/S1473-3099(10)70143-2",
          "title": "Emergence of a new antibiotic resistance mechanism in India, Pakistan, and the UK: A molecular, biological, and epidemio",
          "year": "2010",
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        },
        {
          "doi": "10.1103/PhysRevLett.95.098104",
          "title": "Scale-free networks provide a unifying framework for the emergence of cooperation",
          "year": "2005",
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        {
          "doi": "10.1177/0149206316679252",
          "title": "Embracing Causal Complexity: The Emergence of a Neo-Configurational Perspective",
          "year": "2017",
          "cited_by": 1163
        },
        {
          "doi": "10.1177/0149206316679252",
          "title": "Embracing Causal Complexity: The Emergence of a Neo-Configurational Perspective",
          "year": "2017",
          "cited_by": 1162
        },
        {
          "doi": "10.1056/NEJM199902183400701",
          "title": "Emergence of vancomycin resistance in Staphylococcus aureus",
          "year": "1999",
          "cited_by": 1030
        }
      ]
    },
    {
      "id": "concept_complexity_science",
      "label": "Complexity science",
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      "work_count": 156,
      "first_year": 1999,
      "last_year": 2026,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1287/orsc.10.3.216",
          "title": "Complexity Theory and Organization Science",
          "year": "1999",
          "cited_by": 1646
        },
        {
          "doi": "10.1186/s12916-018-1057-z",
          "title": "When complexity science meets implementation science: A theoretical and empirical analysis of systems change",
          "year": "2018",
          "cited_by": 642
        },
        {
          "doi": "10.1016/S0016-7185(00)00035-X",
          "title": "Simplifying complexity: A review of complexity theory",
          "year": "2001",
          "cited_by": 611
        },
        {
          "doi": "10.1177/0048393107307663",
          "title": "Complexity theory, systems theory, and multiple intersecting social inequalities",
          "year": "2007",
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        },
        {
          "doi": "10.1177/0048393107307663",
          "title": "Complexity theory, systems theory, and multiple intersecting social inequalities",
          "year": "2007",
          "cited_by": 451
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    {
      "id": "concept_complex_adaptive_systems",
      "label": "Complex adaptive systems",
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      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1016/j.jbusres.2018.01.032",
          "title": "The emergence of entrepreneurial ecosystems: A complex adaptive systems approach",
          "year": "2018",
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        },
        {
          "doi": "10.5751/ES-10558-230446",
          "title": "Social-ecological systems as complex adaptive systems: Organizing principles for advancing research methods and approach",
          "year": "2018",
          "cited_by": 521
        },
        {
          "doi": "10.1093/heapol/czr054",
          "title": "Understanding pathways for scaling up health services through the lens of complex adaptive systems",
          "year": "2012",
          "cited_by": 376
        },
        {
          "doi": "10.1016/j.cities.2021.103141",
          "title": "Assessment methods of urban system resilience: From the perspective of complex adaptive system theory",
          "year": "2021",
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        },
        {
          "doi": "10.1016/j.techfore.2019.119739",
          "title": "A complex adaptive systems agenda for ecosystem research methodology",
          "year": "2019",
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        }
      ]
    },
    {
      "id": "concept_chaos_theory",
      "label": "Chaos theory",
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      "first_year": 1993,
      "last_year": 2024,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.5772/62796",
          "title": "Applications of chaotic dynamics in robotics",
          "year": "2016",
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        },
        {
          "doi": "10.1177/0959354397073005",
          "title": "The Application of Chaos Theory to Psychology",
          "year": "1997",
          "cited_by": 55
        },
        {
          "doi": "10.1007/s00500-019-04225-7",
          "title": "A novel parameter estimation in dynamic model via fuzzy swarm intelligence and chaos theory for faults in wastewater tre",
          "year": "2020",
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        },
        {
          "doi": "10.1002/j.1556-6678.2009.tb00555.x",
          "title": "Chaos theory as a model for life transitions counseling: Nonlinear dynamics and life's changes",
          "year": "2009",
          "cited_by": 45
        },
        {
          "doi": "10.1016/0732-118X(94)00047-7",
          "title": "Chaos theory and the evolution of consciousness and mind: A thermodynamic-holographic resolution to the mind-body proble",
          "year": "1995",
          "cited_by": 41
        }
      ]
    },
    {
      "id": "concept_self_organised_criticality",
      "label": "Self-organised criticality",
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      "work_count": 27,
      "first_year": 2002,
      "last_year": 2026,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1103/PhysRevE.74.045101",
          "title": "Self-organized criticality and scale-free properties in emergent functional neural networks",
          "year": "2006",
          "cited_by": 85
        },
        {
          "doi": "10.1038/srep10578",
          "title": "Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks",
          "year": "2015",
          "cited_by": 72
        },
        {
          "doi": "10.1016/S0378-4371(02)00549-6",
          "title": "Self-organized criticality on small world networks",
          "year": "2002",
          "cited_by": 48
        },
        {
          "doi": "10.1103/PhysRevE.71.016133",
          "title": "Self-organized criticality in a simple model of neurons based on small-world networks",
          "year": "2005",
          "cited_by": 43
        },
        {
          "doi": "10.1103/PhysRevE.73.046117",
          "title": "Self-organized criticality and coevolution of network structure and dynamics",
          "year": "2006",
          "cited_by": 35
        }
      ]
    },
    {
      "id": "concept_network_science",
      "label": "Network science",
      "seeded_from": "seed_v1",
      "work_count": 3891,
      "first_year": 1998,
      "last_year": 2027,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1103/RevModPhys.74.47",
          "title": "Statistical mechanics of complex networks",
          "year": "2002",
          "cited_by": 17735
        },
        {
          "doi": "10.1038/35019019",
          "title": "Error and attack tolerance of complex networks",
          "year": "2000",
          "cited_by": 7750
        },
        {
          "doi": "10.1103/PhysRevLett.86.3200",
          "title": "Epidemic spreading in scale-free networks",
          "year": "2001",
          "cited_by": 5159
        },
        {
          "doi": "10.1073/pnas.200327197",
          "title": "Classes of small-world networks",
          "year": "2000",
          "cited_by": 2539
        },
        {
          "doi": "10.1038/scientificamerican0503-60",
          "title": "Scale-free networks",
          "year": "2003",
          "cited_by": 1865
        }
      ]
    },
    {
      "id": "concept_agent_based_modelling",
      "label": "Agent-based modelling",
      "seeded_from": "seed_v1",
      "work_count": 289,
      "first_year": 1999,
      "last_year": 2026,
      "status": "evidenced",
      "exemplar_works": [
        {
          "doi": "10.1109/JPROC.2006.887293",
          "title": "Consensus and cooperation in networked multi-agent systems",
          "year": "2007",
          "cited_by": 9572
        },
        {
          "doi": "10.1016/j.ecolmodel.2011.07.010",
          "title": "Modeling human decisions in coupled human and natural systems: Review of agent-based models",
          "year": "2012",
          "cited_by": 717
        },
        {
          "doi": "10.1109/TCNS.2019.2913619",
          "title": "Distributed Adaptive Time-Varying Group Formation Tracking for Multiagent Systems with Multiple Leaders on Directed Grap",
          "year": "2020",
          "cited_by": 206
        },
        {
          "doi": "10.1093/aje/kwu274",
          "title": "Formalizing the role of agent-based modeling in causal inference and epidemiology",
          "year": "2015",
          "cited_by": 171
        },
        {
          "doi": "10.1016/j.enpol.2016.05.039",
          "title": "Assessing the impact of policy interventions on the adoption of plug-in electric vehicles: An agent-based model",
          "year": "2016",
          "cited_by": 165
        }
      ]
    },
    {
      "id": "concept_cellular_automata",
      "label": "Cellular automata",
      "seeded_from": "seed_v1",
      "work_count": 47,
      "first_year": 2002,
      "last_year": 2026,
      "status": "evidenced",
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      "citing_work_count": 4,
      "top_citing_share": 0.4,
      "concentrated": false,
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      "accuracy_status": "aggregate_signal_not_independently_reproduced",
      "scope_conditions": "Keyword matching in one licensed corpus. This does not establish conceptual influence, agreement, derivation, importance, or a clean citation between two unambiguous literatures."
    },
    {
      "id": "counted_link_1856",
      "source": "concept_case_based_complexity",
      "target": "concept_visual_complexity",
      "relation_type": "keyword_labelled_citation_signal",
      "plain_phrase": "records whose titles match the source term contain cited-reference strings matching the target term",
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      "scope_conditions": "Keyword matching in one licensed corpus. This does not establish conceptual influence, agreement, derivation, importance, or a clean citation between two unambiguous literatures."
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  ]
}
