{
  "name": "prior_art_informed_tam_score_v2",
  "purpose": "Transparent production score structure with vendor TAM held out for post-hoc benchmark review.",
  "production_formula": {
    "gross_tam": "households_est * residential_confidence * income_band_prob * activity_multiplier",
    "serviceable_tam": "gross_tam * serviceable_prob",
    "acquirable_tam": "serviceable_tam * acquirable_prob",
    "priority_score": "acquirable_tam * expected_conversion_rate * expected_margin * confidence_score * (1 + supply_gap_score) - service_cost_penalty"
  },
  "scoring_sources": [
    {
      "name": "GeoHG",
      "url": "https://arxiv.org/abs/2405.14135"
    },
    {
      "name": "SRAI / Hex2Vec / Highway2Vec",
      "url": "https://github.com/kraina-ai/srai"
    },
    {
      "name": "POPCORN",
      "url": "https://github.com/prs-eth/Popcorn"
    },
    {
      "name": "EOML-for-India",
      "url": "https://github.com/AIandGlobalDevelopmentLab/EOML-for-India"
    },
    {
      "name": "Village Development Model",
      "url": "https://github.com/amangupt01/Village_Development_Model"
    },
    {
      "name": "KnowSite",
      "url": "https://dblp.org/rec/conf/gis/LiuDL23"
    },
    {
      "name": "Demand Driven Store Site Selection",
      "url": "https://dl.acm.org/doi/10.1145/2996913.2996996"
    }
  ],
  "leakage_boundary": {
    "production_score_uses_vendor_tam": false,
    "distillation_benchmark_uses_vendor_tam_label_inside_cv": false,
    "vendor_tam_supervised_training_blocked": true,
    "neighbor_vendor_tam_as_feature_allowed": false
  }
}