{
  "metadata": {
    "title": "Systems Thinking in the Age of AI",
    "description": "This is an intelligent textbook has many interactive resources for teaching systems thinking to a wide audience from high school students to business executives.",
    "creator": "Dan McCreary",
    "date": "2026-09-17",
    "version": "1.0",
    "format": "Learning Graph JSON v1.0",
    "schema": "https://raw.githubusercontent.com/dmccreary/learning-graphs/refs/heads/main/src/schema/learning-graph-schema.json",
    "license": "CC BY-NC-SA 4.0 DEED"
  },
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    "CASE": {
      "classifierName": "Archetype Case Studies & Named Laws",
      "color": "Gold",
      "font": {
        "color": "black"
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    "LEVR": {
      "classifierName": "Leverage Points & Emergence",
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    },
    "GRPH": {
      "classifierName": "Graph Theory & Graph Databases",
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      "font": {
        "color": "black"
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    "KREP": {
      "classifierName": "Knowledge Representation & Data Management",
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      "font": {
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    },
    "ENTK": {
      "classifierName": "Enterprise Knowledge Graphs & Silos",
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      "font": {
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    },
    "ARTI": {
      "classifierName": "Artificial Intelligence Systems",
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      "font": {
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    },
    "KSEC": {
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    },
    "DSGN": {
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    "DISC": {
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      "label": "Subsystem",
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      "id": 5,
      "label": "Input",
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    },
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      "id": 7,
      "label": "Throughput",
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      "id": 41,
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    {
      "id": 42,
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      "id": 51,
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    {
      "id": 53,
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    {
      "id": 54,
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      "id": 55,
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    {
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    {
      "id": 57,
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      "id": 58,
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      "id": 59,
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    {
      "id": 60,
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    {
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    {
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    {
      "id": 63,
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    {
      "id": 64,
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    {
      "id": 65,
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    {
      "id": 66,
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    {
      "id": 67,
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    },
    {
      "id": 68,
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    {
      "id": 69,
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      "id": 70,
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    {
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    {
      "id": 73,
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    {
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    {
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    {
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    {
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    {
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    {
      "id": 84,
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    {
      "id": 85,
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    {
      "id": 86,
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    },
    {
      "id": 87,
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    {
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    {
      "id": 89,
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    {
      "id": 90,
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    {
      "id": 91,
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    },
    {
      "id": 92,
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    },
    {
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    {
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    {
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    {
      "id": 96,
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    {
      "id": 98,
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    },
    {
      "id": 99,
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    {
      "id": 100,
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    },
    {
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    },
    {
      "id": 103,
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    },
    {
      "id": 104,
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    {
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    },
    {
      "id": 107,
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    {
      "id": 108,
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    },
    {
      "id": 110,
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    },
    {
      "id": 111,
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    {
      "id": 112,
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    },
    {
      "id": 113,
      "label": "Bifurcation",
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    },
    {
      "id": 114,
      "label": "Chaos Theory",
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    },
    {
      "id": 115,
      "label": "Butterfly Effect",
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    },
    {
      "id": 116,
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      "id": 117,
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    {
      "id": 118,
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    },
    {
      "id": 119,
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    {
      "id": 120,
      "label": "Unpredictability Of Emergence",
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    },
    {
      "id": 121,
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    },
    {
      "id": 122,
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    {
      "id": 123,
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    {
      "id": 124,
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    {
      "id": 125,
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    },
    {
      "id": 126,
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    },
    {
      "id": 127,
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    },
    {
      "id": 128,
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      "id": 132,
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    {
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    {
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      "label": "Negative Externality",
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    },
    {
      "id": 149,
      "label": "Positive Externality",
      "group": "ARCH",
      "cis": 4
    },
    {
      "id": 150,
      "label": "Free Rider Problem",
      "group": "ARCH",
      "cis": 69
    },
    {
      "id": 151,
      "label": "Common Pool Resource",
      "group": "ARCH",
      "cis": 66
    },
    {
      "id": 152,
      "label": "Collective Action Problem",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 153,
      "label": "Misaligned Incentive",
      "group": "ARCH",
      "cis": 14
    },
    {
      "id": 154,
      "label": "Winner-Take-All Dynamics",
      "group": "ARCH",
      "cis": 2
    },
    {
      "id": 155,
      "label": "Compounding Advantage",
      "group": "ARCH",
      "cis": 84
    },
    {
      "id": 156,
      "label": "Self-Fulfilling Prophecy",
      "group": "ARCH",
      "cis": 61
    },
    {
      "id": 157,
      "label": "Resource Allocation",
      "group": "ARCH",
      "cis": 10
    },
    {
      "id": 158,
      "label": "Resource Concentration",
      "group": "ARCH",
      "cis": 9
    },
    {
      "id": 159,
      "label": "Goal Erosion",
      "group": "ARCH",
      "cis": 12
    },
    {
      "id": 160,
      "label": "Eroding Goals",
      "group": "ARCH",
      "cis": 4
    },
    {
      "id": 161,
      "label": "Corrective Action",
      "group": "ARCH",
      "cis": 2
    },
    {
      "id": 162,
      "label": "Goal-Performance Gap",
      "group": "ARCH",
      "cis": 4
    },
    {
      "id": 163,
      "label": "Crisis Point",
      "group": "ARCH",
      "cis": 4
    },
    {
      "id": 164,
      "label": "Learned Helplessness",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 165,
      "label": "Capability Erosion",
      "group": "ARCH",
      "cis": 12
    },
    {
      "id": 166,
      "label": "Addiction Cycle",
      "group": "ARCH",
      "cis": 2
    },
    {
      "id": 167,
      "label": "Limits To Growth Archetype",
      "group": "ARCH",
      "cis": 28
    },
    {
      "id": 168,
      "label": "Fixes That Fail Archetype",
      "group": "ARCH",
      "cis": 42
    },
    {
      "id": 169,
      "label": "Shifting The Burden Archetype",
      "group": "ARCH",
      "cis": 7
    },
    {
      "id": 170,
      "label": "Tragedy Of The Commons Archetype",
      "group": "ARCH",
      "cis": 51
    },
    {
      "id": 171,
      "label": "Success To Successful Archetype",
      "group": "ARCH",
      "cis": 58
    },
    {
      "id": 172,
      "label": "Drifting Goals Archetype",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 173,
      "label": "Escalation Archetype",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 174,
      "label": "Accidental Adversaries Archetype",
      "group": "ARCH",
      "cis": 2
    },
    {
      "id": 175,
      "label": "Underinvestment Archetype",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 176,
      "label": "Seeking The Wrong Goal Archetype",
      "group": "ARCH",
      "cis": 3
    },
    {
      "id": 177,
      "label": "Moore's Law",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 178,
      "label": "Scaling Laws",
      "group": "CASE",
      "cis": 13
    },
    {
      "id": 179,
      "label": "Dunbar's Number",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 180,
      "label": "Attention Economy",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 181,
      "label": "Computational Resource Limit",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 182,
      "label": "Unsustainable Growth",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 183,
      "label": "Sustainable Growth",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 184,
      "label": "Physical Limits",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 185,
      "label": "Economic Limits",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 186,
      "label": "Campbell's Law",
      "group": "CASE",
      "cis": 18
    },
    {
      "id": 187,
      "label": "Goodhart's Law",
      "group": "CASE",
      "cis": 9
    },
    {
      "id": 188,
      "label": "Induced Demand",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 189,
      "label": "Brain Drain",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 190,
      "label": "Proxy Metric",
      "group": "CASE",
      "cis": 8
    },
    {
      "id": 191,
      "label": "Measurement Trap",
      "group": "CASE",
      "cis": 6
    },
    {
      "id": 192,
      "label": "Streetlight Effect",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 193,
      "label": "Authentic Assessment",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 194,
      "label": "Portfolio Assessment",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 195,
      "label": "Human-AI Collaboration",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 196,
      "label": "AI Dependence",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 197,
      "label": "Symptom Relief",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 198,
      "label": "Resource Depletion",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 199,
      "label": "Digital Commons",
      "group": "CASE",
      "cis": 9
    },
    {
      "id": 200,
      "label": "Commons Governance Solution",
      "group": "CASE",
      "cis": 25
    },
    {
      "id": 201,
      "label": "Collective Governance",
      "group": "CASE",
      "cis": 17
    },
    {
      "id": 202,
      "label": "Rational Self-Interest",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 203,
      "label": "Reverse Tragedy Of The Commons",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 204,
      "label": "Information Pollution",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 205,
      "label": "Misinformation",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 206,
      "label": "Collective Intelligence",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 207,
      "label": "Mob Behavior",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 208,
      "label": "Ecosystem Balance",
      "group": "CASE",
      "cis": 4
    },
    {
      "id": 209,
      "label": "Digital Divide",
      "group": "CASE",
      "cis": 4
    },
    {
      "id": 210,
      "label": "Algorithmic Bias",
      "group": "CASE",
      "cis": 6
    },
    {
      "id": 211,
      "label": "Systemic Inequality",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 212,
      "label": "Equitable Intervention Point",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 213,
      "label": "Influence Concentration",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 214,
      "label": "Cumulative Advantage",
      "group": "CASE",
      "cis": 8
    },
    {
      "id": 215,
      "label": "Initial Advantage",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 216,
      "label": "Network Trust",
      "group": "CASE",
      "cis": 5
    },
    {
      "id": 217,
      "label": "Network Topology",
      "group": "CASE",
      "cis": 46
    },
    {
      "id": 218,
      "label": "Scale-Free Network",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 219,
      "label": "Small-World Network",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 220,
      "label": "Network Externality",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 221,
      "label": "Network Effect",
      "group": "CASE",
      "cis": 24
    },
    {
      "id": 222,
      "label": "Metcalfe's Law",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 223,
      "label": "Matthew Effect",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 224,
      "label": "Thurstone's Law",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 225,
      "label": "Path Dependence",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 226,
      "label": "Knowledge Path Dependence",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 227,
      "label": "Open Standard",
      "group": "CASE",
      "cis": 8
    },
    {
      "id": 228,
      "label": "Protocol Governance",
      "group": "CASE",
      "cis": 4
    },
    {
      "id": 229,
      "label": "AI Flywheel",
      "group": "CASE",
      "cis": 5
    },
    {
      "id": 230,
      "label": "Search And Reuse",
      "group": "CASE",
      "cis": 4
    },
    {
      "id": 231,
      "label": "Communication Standards",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 232,
      "label": "Hub-And-Spoke Architecture",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 233,
      "label": "Point-To-Point Integration",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 234,
      "label": "Quadratic Scaling",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 235,
      "label": "Faceted Search",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 236,
      "label": "Diffusion Process",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 237,
      "label": "Epidemic Model",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 238,
      "label": "Agent-Based Modeling",
      "group": "CASE",
      "cis": 4
    },
    {
      "id": 239,
      "label": "Cellular Automata",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 240,
      "label": "Multi-Agent System",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 241,
      "label": "Adaptive Management",
      "group": "CASE",
      "cis": 7
    },
    {
      "id": 242,
      "label": "Learning Organization",
      "group": "CASE",
      "cis": 6
    },
    {
      "id": 243,
      "label": "Systems Leadership",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 244,
      "label": "Collective Impact",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 245,
      "label": "Theory Of Change",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 246,
      "label": "Leverage Point",
      "group": "LEVR",
      "cis": 168
    },
    {
      "id": 247,
      "label": "Leverage Points Hierarchy",
      "group": "LEVR",
      "cis": 165
    },
    {
      "id": 248,
      "label": "Leverage Points Iceberg",
      "group": "LEVR",
      "cis": 12
    },
    {
      "id": 249,
      "label": "Iceberg Model",
      "group": "LEVR",
      "cis": 11
    },
    {
      "id": 250,
      "label": "Events Layer",
      "group": "LEVR",
      "cis": 4
    },
    {
      "id": 251,
      "label": "Patterns Layer",
      "group": "LEVR",
      "cis": 3
    },
    {
      "id": 252,
      "label": "Structures Layer",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 253,
      "label": "Mental Models Layer",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 254,
      "label": "Shallow Leverage Point",
      "group": "LEVR",
      "cis": 49
    },
    {
      "id": 255,
      "label": "Structural Leverage Point",
      "group": "LEVR",
      "cis": 43
    },
    {
      "id": 256,
      "label": "Deep Leverage Point",
      "group": "LEVR",
      "cis": 36
    },
    {
      "id": 257,
      "label": "Transformative Leverage Point",
      "group": "LEVR",
      "cis": 21
    },
    {
      "id": 258,
      "label": "Constants And Parameters",
      "group": "LEVR",
      "cis": 3
    },
    {
      "id": 259,
      "label": "Material Stocks And Flows",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 260,
      "label": "Negative Feedback Strength",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 261,
      "label": "Positive Feedback Strength",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 262,
      "label": "Information Flow Structure",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 263,
      "label": "Rules Of The System",
      "group": "LEVR",
      "cis": 8
    },
    {
      "id": 264,
      "label": "Self-Organizing System Structure",
      "group": "LEVR",
      "cis": 6
    },
    {
      "id": 265,
      "label": "Goals Of The System",
      "group": "LEVR",
      "cis": 6
    },
    {
      "id": 266,
      "label": "Mindset Or Paradigm",
      "group": "LEVR",
      "cis": 11
    },
    {
      "id": 267,
      "label": "Power To Transcend Paradigms",
      "group": "LEVR",
      "cis": 3
    },
    {
      "id": 268,
      "label": "Constitution-Level Rule",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 269,
      "label": "Paradigm Shift",
      "group": "LEVR",
      "cis": 2
    },
    {
      "id": 270,
      "label": "Parameter Change",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 271,
      "label": "Low-Leverage Intervention",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 272,
      "label": "Medium-Leverage Intervention",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 273,
      "label": "High-Leverage Intervention",
      "group": "LEVR",
      "cis": 5
    },
    {
      "id": 274,
      "label": "Resistance To Leverage Change",
      "group": "LEVR",
      "cis": 4
    },
    {
      "id": 275,
      "label": "Level Confusion Mistake",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 276,
      "label": "Skipping Levels Mistake",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 277,
      "label": "Underestimating Resistance",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 278,
      "label": "Measurement Obsession Mistake",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 279,
      "label": "Complex Adaptive System",
      "group": "LEVR",
      "cis": 14
    },
    {
      "id": 280,
      "label": "Emergent Risk Management",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 281,
      "label": "Adaptive Capacity",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 282,
      "label": "Coevolution",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 283,
      "label": "Distributed Control",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 284,
      "label": "Local Interaction",
      "group": "LEVR",
      "cis": 3
    },
    {
      "id": 285,
      "label": "Global Pattern",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 286,
      "label": "Bottom-Up Behavior",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 287,
      "label": "Top-Down Constraint",
      "group": "LEVR",
      "cis": 1
    },
    {
      "id": 288,
      "label": "Graph (Data Structure)",
      "group": "GRPH",
      "shape": "box",
      "cis": 2391
    },
    {
      "id": 289,
      "label": "Vertex",
      "group": "GRPH",
      "cis": 1452
    },
    {
      "id": 290,
      "label": "Edge (Graph)",
      "group": "GRPH",
      "cis": 728
    },
    {
      "id": 291,
      "label": "Directed Graph",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 292,
      "label": "Undirected Graph",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 293,
      "label": "Weighted Graph",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 294,
      "label": "Property Graph",
      "group": "GRPH",
      "cis": 176
    },
    {
      "id": 295,
      "label": "Labeled Property Graph",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 296,
      "label": "RDF",
      "group": "GRPH",
      "cis": 209
    },
    {
      "id": 297,
      "label": "Reification Challenges",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 298,
      "label": "Cypher",
      "group": "GRPH",
      "cis": 170
    },
    {
      "id": 299,
      "label": "GQL",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 300,
      "label": "Semantic Web",
      "group": "GRPH",
      "cis": 103
    },
    {
      "id": 301,
      "label": "Ontology",
      "group": "GRPH",
      "cis": 102
    },
    {
      "id": 302,
      "label": "Taxonomy",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 303,
      "label": "Graph Traversal",
      "group": "GRPH",
      "cis": 373
    },
    {
      "id": 304,
      "label": "Pointer Hopping",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 305,
      "label": "Shortest Path",
      "group": "GRPH",
      "cis": 10
    },
    {
      "id": 306,
      "label": "Centrality",
      "group": "GRPH",
      "cis": 10
    },
    {
      "id": 307,
      "label": "Adjacency",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 308,
      "label": "Native Graph Database",
      "group": "GRPH",
      "cis": 173
    },
    {
      "id": 309,
      "label": "Distributed Graph Database",
      "group": "GRPH",
      "cis": 4
    },
    {
      "id": 310,
      "label": "Scale-Out Graph Architecture",
      "group": "GRPH",
      "cis": 2
    },
    {
      "id": 311,
      "label": "Scale Out",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 312,
      "label": "Graph-Optimized Hardware",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 313,
      "label": "Edge Traversal Performance",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 314,
      "label": "Highly Connected Data",
      "group": "GRPH",
      "cis": 4
    },
    {
      "id": 315,
      "label": "RDBMS JOIN",
      "group": "GRPH",
      "cis": 3
    },
    {
      "id": 316,
      "label": "JOIN Fear Modeling",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 317,
      "label": "Seven Bridges Of Konigsberg",
      "group": "GRPH",
      "cis": 1
    },
    {
      "id": 318,
      "label": "Graph Query Language",
      "group": "GRPH",
      "cis": 168
    },
    {
      "id": 319,
      "label": "Graph Database",
      "group": "GRPH",
      "cis": 167
    },
    {
      "id": 320,
      "label": "Knowledge Representation",
      "group": "KREP",
      "cis": 98
    },
    {
      "id": 321,
      "label": "Knowledge Base",
      "group": "KREP",
      "cis": 3
    },
    {
      "id": 322,
      "label": "Entity",
      "group": "KREP",
      "shape": "box",
      "cis": 585
    },
    {
      "id": 323,
      "label": "Attribute",
      "group": "KREP",
      "cis": 175
    },
    {
      "id": 324,
      "label": "Relationship (Data Modeling)",
      "group": "KREP",
      "cis": 199
    },
    {
      "id": 325,
      "label": "Schema",
      "group": "KREP",
      "cis": 174
    },
    {
      "id": 326,
      "label": "Canonical Schema",
      "group": "KREP",
      "cis": 58
    },
    {
      "id": 327,
      "label": "Schema Matching",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 328,
      "label": "Schema Mapping",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 329,
      "label": "Metadata",
      "group": "KREP",
      "cis": 67
    },
    {
      "id": 330,
      "label": "Metadata Registry",
      "group": "KREP",
      "cis": 61
    },
    {
      "id": 331,
      "label": "ISO Definition",
      "group": "KREP",
      "cis": 5
    },
    {
      "id": 332,
      "label": "Data Dictionary",
      "group": "KREP",
      "cis": 3
    },
    {
      "id": 333,
      "label": "Data Standards",
      "group": "KREP",
      "cis": 57
    },
    {
      "id": 334,
      "label": "Business Glossary",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 335,
      "label": "Relational Database",
      "group": "KREP",
      "cis": 23
    },
    {
      "id": 336,
      "label": "Primary Key",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 337,
      "label": "Foreign Key",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 338,
      "label": "Normalized Data Model",
      "group": "KREP",
      "cis": 18
    },
    {
      "id": 339,
      "label": "Denormalized Data Model",
      "group": "KREP",
      "cis": 8
    },
    {
      "id": 340,
      "label": "Star Schema",
      "group": "KREP",
      "cis": 6
    },
    {
      "id": 341,
      "label": "Data Mart",
      "group": "KREP",
      "cis": 3
    },
    {
      "id": 342,
      "label": "Central Data Warehouse",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 343,
      "label": "Data Lake",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 344,
      "label": "Data Integration",
      "group": "KREP",
      "cis": 24
    },
    {
      "id": 345,
      "label": "Data Integration Cost",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 346,
      "label": "ETL Process",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 347,
      "label": "API",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 348,
      "label": "Interoperability",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 349,
      "label": "Single Source Of Truth",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 350,
      "label": "Data Quality",
      "group": "KREP",
      "cis": 15
    },
    {
      "id": 351,
      "label": "Data Governance",
      "group": "KREP",
      "cis": 13
    },
    {
      "id": 352,
      "label": "Data Stewardship",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 353,
      "label": "Data Steward",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 354,
      "label": "Data Lineage",
      "group": "KREP",
      "cis": 2
    },
    {
      "id": 355,
      "label": "Entity Resolution",
      "group": "KREP",
      "cis": 10
    },
    {
      "id": 356,
      "label": "Master Data Management",
      "group": "KREP",
      "cis": 7
    },
    {
      "id": 357,
      "label": "Low-Resolution Data Model",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 358,
      "label": "Data Denormalization",
      "group": "KREP",
      "cis": 1
    },
    {
      "id": 359,
      "label": "Enterprise Knowledge Graph",
      "group": "ENTK",
      "cis": 65
    },
    {
      "id": 360,
      "label": "Digital Twin",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 361,
      "label": "Knowledge Graph Adaptability",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 362,
      "label": "The God Graph",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 363,
      "label": "Systems Thinker Role",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 364,
      "label": "Graph Systems Thinking",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 365,
      "label": "Predictive Feedback Cycle",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 366,
      "label": "CIO Influence Diagram",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 367,
      "label": "Employee Career Path Loop",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 368,
      "label": "Data Standardization Cycle",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 369,
      "label": "Organizational Silo",
      "group": "ENTK",
      "cis": 53
    },
    {
      "id": 370,
      "label": "Silo Busting",
      "group": "ENTK",
      "cis": 8
    },
    {
      "id": 371,
      "label": "Accidental Competitor",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 372,
      "label": "Bounded Rationality",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 373,
      "label": "Growth By Acquisition",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 374,
      "label": "Cross-Functional Team",
      "group": "ENTK",
      "cis": 3
    },
    {
      "id": 375,
      "label": "Organizational Culture",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 376,
      "label": "Change Management",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 377,
      "label": "Incentive Structure",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 378,
      "label": "Organizational Structure",
      "group": "ENTK",
      "cis": 9
    },
    {
      "id": 379,
      "label": "Matrix Organization",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 380,
      "label": "Centralization",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 381,
      "label": "Decentralization",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 382,
      "label": "Governance Model",
      "group": "ENTK",
      "cis": 4
    },
    {
      "id": 383,
      "label": "Chief Data Officer",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 384,
      "label": "Data Literacy",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 385,
      "label": "Digital Transformation",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 386,
      "label": "Legacy System",
      "group": "ENTK",
      "cis": 4
    },
    {
      "id": 387,
      "label": "Technical Debt",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 388,
      "label": "Shadow IT",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 389,
      "label": "Vendor Lock-In",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 390,
      "label": "Cross-Team Collaboration",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 391,
      "label": "Shared Metrics",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 392,
      "label": "Common Vocabulary",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 393,
      "label": "Hierarchy (Systems)",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 394,
      "label": "Capability Maturity Model",
      "group": "ENTK",
      "cis": 13
    },
    {
      "id": 395,
      "label": "Maturity Level",
      "group": "ENTK",
      "cis": 10
    },
    {
      "id": 396,
      "label": "Maturity Assessment",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 397,
      "label": "Organizational Maturity",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 398,
      "label": "Repeatable Maturity Level",
      "group": "ENTK",
      "cis": 2
    },
    {
      "id": 399,
      "label": "Defined Maturity Level",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 400,
      "label": "Linear Maturity Level",
      "group": "ENTK",
      "cis": 5
    },
    {
      "id": 401,
      "label": "Aware Maturity Level",
      "group": "ENTK",
      "cis": 4
    },
    {
      "id": 402,
      "label": "Analytical Maturity Level",
      "group": "ENTK",
      "cis": 3
    },
    {
      "id": 403,
      "label": "Integrated Maturity Level",
      "group": "ENTK",
      "cis": 2
    },
    {
      "id": 404,
      "label": "Transformative Maturity Level",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 405,
      "label": "Microstrategy",
      "group": "ENTK",
      "cis": 2
    },
    {
      "id": 406,
      "label": "Code Reuse",
      "group": "ENTK",
      "cis": 1
    },
    {
      "id": 407,
      "label": "Artificial Intelligence",
      "group": "ARTI",
      "shape": "box",
      "cis": 65
    },
    {
      "id": 408,
      "label": "Machine Learning",
      "group": "ARTI",
      "cis": 56
    },
    {
      "id": 409,
      "label": "Algorithm",
      "group": "ARTI",
      "shape": "box",
      "cis": 32
    },
    {
      "id": 410,
      "label": "Large Language Model",
      "group": "ARTI",
      "cis": 12
    },
    {
      "id": 411,
      "label": "Neural Network",
      "group": "ARTI",
      "cis": 16
    },
    {
      "id": 412,
      "label": "Training Data",
      "group": "ARTI",
      "cis": 5
    },
    {
      "id": 413,
      "label": "Model Training",
      "group": "ARTI",
      "cis": 4
    },
    {
      "id": 414,
      "label": "Prediction Model",
      "group": "ARTI",
      "cis": 2
    },
    {
      "id": 415,
      "label": "Data Set",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 416,
      "label": "Model Drift",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 417,
      "label": "Overfitting",
      "group": "ARTI",
      "cis": 2
    },
    {
      "id": 418,
      "label": "Generative AI",
      "group": "ARTI",
      "cis": 8
    },
    {
      "id": 419,
      "label": "Reinforcement Learning",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 420,
      "label": "Prompt Engineering",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 421,
      "label": "AI Hallucination",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 422,
      "label": "Human-In-The-Loop",
      "group": "ARTI",
      "cis": 2
    },
    {
      "id": 423,
      "label": "AI Alignment",
      "group": "ARTI",
      "cis": 7
    },
    {
      "id": 424,
      "label": "AI Governance",
      "group": "ARTI",
      "cis": 3
    },
    {
      "id": 425,
      "label": "Global AI Governance",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 426,
      "label": "Explainability",
      "group": "ARTI",
      "cis": 3
    },
    {
      "id": 427,
      "label": "Transparency (AI)",
      "group": "ARTI",
      "cis": 2
    },
    {
      "id": 428,
      "label": "Accountability (AI)",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 429,
      "label": "Automation",
      "group": "ARTI",
      "cis": 3
    },
    {
      "id": 430,
      "label": "Autonomy",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 431,
      "label": "Human Oversight",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 432,
      "label": "Data Advantage",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 433,
      "label": "Algorithmic Improvement",
      "group": "ARTI",
      "cis": 4
    },
    {
      "id": 434,
      "label": "Platform Dynamics",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 435,
      "label": "Technology Adoption",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 436,
      "label": "Search Engine Improvement Cycle",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 437,
      "label": "Recommendation System Refinement",
      "group": "ARTI",
      "cis": 2
    },
    {
      "id": 438,
      "label": "College Admissions Algorithm",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 439,
      "label": "Credit Scoring System",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 440,
      "label": "Job Recommendation Platform",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 441,
      "label": "Content Moderation Policy",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 442,
      "label": "EdTech Funding Gap",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 443,
      "label": "Healthcare AI Access Disparity",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 444,
      "label": "Venture Capital Funding Cycle",
      "group": "ARTI",
      "cis": 1
    },
    {
      "id": 445,
      "label": "Knowledge Vs Information",
      "group": "KSEC",
      "cis": 28
    },
    {
      "id": 446,
      "label": "Law Of Time",
      "group": "KSEC",
      "cis": 3
    },
    {
      "id": 447,
      "label": "Law Of Space",
      "group": "KSEC",
      "cis": 2
    },
    {
      "id": 448,
      "label": "Law Of Value",
      "group": "KSEC",
      "cis": 12
    },
    {
      "id": 449,
      "label": "Market Renewal",
      "group": "KSEC",
      "cis": 3
    },
    {
      "id": 450,
      "label": "Creative Destruction",
      "group": "KSEC",
      "cis": 2
    },
    {
      "id": 451,
      "label": "Knowledge Embodiment",
      "group": "KSEC",
      "cis": 7
    },
    {
      "id": 452,
      "label": "Cross-Generational Knowledge",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 453,
      "label": "Geographic Knowledge Stickiness",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 454,
      "label": "Tacit Knowledge",
      "group": "KSEC",
      "cis": 2
    },
    {
      "id": 455,
      "label": "Explicit Knowledge",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 456,
      "label": "Economic Complexity Index",
      "group": "KSEC",
      "cis": 8
    },
    {
      "id": 457,
      "label": "Principle Of Relatedness",
      "group": "KSEC",
      "cis": 4
    },
    {
      "id": 458,
      "label": "Product Space",
      "group": "KSEC",
      "cis": 3
    },
    {
      "id": 459,
      "label": "Knowledge Decay",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 460,
      "label": "Learning Curve",
      "group": "KSEC",
      "cis": 2
    },
    {
      "id": 461,
      "label": "Experience Curve",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 462,
      "label": "Architectural Innovation",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 463,
      "label": "Knowledge Spillover",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 464,
      "label": "Infinite Alphabet Metaphor",
      "group": "KSEC",
      "cis": 1
    },
    {
      "id": 465,
      "label": "Human-Centered Design",
      "group": "DSGN",
      "cis": 8
    },
    {
      "id": 466,
      "label": "Multi-Stakeholder System Design",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 467,
      "label": "Stakeholder Analysis",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 468,
      "label": "Stakeholder",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 469,
      "label": "Human Flourishing Feedback",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 470,
      "label": "Anticipating Side Effects",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 471,
      "label": "Implementation Strategy",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 472,
      "label": "Feedback Mechanism Design",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 473,
      "label": "Intervention Point",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 474,
      "label": "Emerging Technology System",
      "group": "DSGN",
      "cis": 3
    },
    {
      "id": 475,
      "label": "Quantum Computing Claims",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 476,
      "label": "Brain-Computer Interface",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 477,
      "label": "Vector Database",
      "group": "DSGN",
      "cis": 3
    },
    {
      "id": 478,
      "label": "Embedding (AI)",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 479,
      "label": "Systems Thinking Life Skill",
      "group": "DSGN",
      "cis": 3
    },
    {
      "id": 480,
      "label": "Personal Resilience",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 481,
      "label": "Personal Thinking Toolkit",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 482,
      "label": "Filter Bubble",
      "group": "DSGN",
      "cis": 2
    },
    {
      "id": 483,
      "label": "Echo Chamber",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 484,
      "label": "Social Determinants Of Health",
      "group": "DSGN",
      "cis": 2
    },
    {
      "id": 485,
      "label": "Health Disparities",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 486,
      "label": "Market Equilibrium",
      "group": "DSGN",
      "cis": 2
    },
    {
      "id": 487,
      "label": "Speculative Bubble",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 488,
      "label": "Habit Formation Loop",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 489,
      "label": "Social Feed Ranking Loop",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 490,
      "label": "Thermostat Balancing Loop",
      "group": "DSGN",
      "cis": 1
    },
    {
      "id": 491,
      "label": "Data Silo",
      "group": "KGAP",
      "cis": 4
    },
    {
      "id": 492,
      "label": "Single View Of Customer",
      "group": "KGAP",
      "cis": 3
    },
    {
      "id": 493,
      "label": "Customer 360",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 494,
      "label": "Golden Record",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 495,
      "label": "Master Data",
      "group": "KGAP",
      "cis": 3
    },
    {
      "id": 496,
      "label": "Reference Data",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 497,
      "label": "Data Domain",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 498,
      "label": "Conceptual Data Model",
      "group": "KGAP",
      "cis": 3
    },
    {
      "id": 499,
      "label": "Logical Data Model",
      "group": "KGAP",
      "cis": 2
    },
    {
      "id": 500,
      "label": "Physical Data Model",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 501,
      "label": "Semantic Layer",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 502,
      "label": "Linked Data",
      "group": "KGAP",
      "cis": 2
    },
    {
      "id": 503,
      "label": "FAIR Data Principles",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 504,
      "label": "Data Provenance",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 505,
      "label": "Graph Algorithms",
      "group": "KGAP",
      "cis": 9
    },
    {
      "id": 506,
      "label": "Graph Neural Networks",
      "group": "KGAP",
      "cis": 2
    },
    {
      "id": 507,
      "label": "Graph Analytics",
      "group": "KGAP",
      "cis": 6
    },
    {
      "id": 508,
      "label": "Community Detection",
      "group": "KGAP",
      "cis": 2
    },
    {
      "id": 509,
      "label": "Link Prediction",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 510,
      "label": "Recommendation Engine",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 511,
      "label": "Fraud Detection Graph",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 512,
      "label": "Supply Chain Graph",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 513,
      "label": "Knowledge Base Reasoning",
      "group": "KGAP",
      "cis": 2
    },
    {
      "id": 514,
      "label": "Inference Engine",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 515,
      "label": "Context Graph",
      "group": "KGAP",
      "cis": 1
    },
    {
      "id": 516,
      "label": "Economic System",
      "group": "DISC",
      "cis": 2
    },
    {
      "id": 517,
      "label": "Ecological System",
      "group": "DISC",
      "cis": 2
    },
    {
      "id": 518,
      "label": "Social System",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 519,
      "label": "Urban System",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 520,
      "label": "Biological System",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 521,
      "label": "Political System",
      "group": "DISC",
      "cis": 2
    },
    {
      "id": 522,
      "label": "Education System",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 523,
      "label": "Market System",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 524,
      "label": "Supply Chain",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 525,
      "label": "Ecosystem",
      "group": "DISC",
      "cis": 1
    },
    {
      "id": 526,
      "label": "Population Dynamics",
      "group": "DISC",
      "cis": 2
    },
    {
      "id": 527,
      "label": "Predator-Prey Dynamics",
      "group": "DISC",
      "cis": 1
    },
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