Singapore

Original stage labels are preserved. Unverified patterns are research audit entries, not deployments.

[
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-001",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Connected smartcard fare validators",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-002",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Biometric Metro fare access",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-003",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Connected transit vehicle location telemetry",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-004",
    "Scoring_domain": "MOB",
    "Technology_pattern": "AI transit-dispatch recommendations",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-005",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Adaptive network traffic-signal optimization",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "GLIDE adaptive feedback traffic signal strategy",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "~2700/2700 traffic junctions; state-dependent green duration",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "2",
    "Assessed_A": "2",
    "Source_IDs": "SRC-001",
    "Original_URLs": "https://www.lta.gov.sg/content/ltagov/en/who_we_are/statistics_and_publications/Connect/GLIDE.html",
    "Qualification_and_gaps": "Qualifying adaptive signal control, strong C mobility"
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-006",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Fixed-rule bus transit-signal priority",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-007",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Fully automatic driverless metro operation",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-008",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Autonomous ground delivery robots",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-009",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Robotaxi autonomous road service",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-010",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Connected parking occupancy guidance",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-011",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Predictive municipal fleet maintenance",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-012",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Congestion forecasting and advisory dashboard",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-013",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Electricity advanced metering infrastructure",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-014",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Grid SCADA monitoring and alarm center",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "EMA Energy Management System II SCADA",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "National electricity dispatch",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-002;SRC-003",
    "Original_URLs": "https://www.ema.gov.sg/news-events/news/media-releases/2024/future-proofing-ema-energy-management-system-for-a-sustainable-future; https://www.ema.gov.sg/about-ema/who-we-are/our-role-as-a-power-system-operator",
    "Qualification_and_gaps": "SCADA not C itself"
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-015",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Fixed-protection automatic feeder reclosers",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-016",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Self-healing distribution reconfiguration (FLISR)",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-017",
    "Scoring_domain": "ENG",
    "Technology_pattern": "AI short-term load forecasting advisory",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-018",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Autonomous DER portfolio dispatch",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
    "Documented_technology_or_lead": "EMA EMS II operating real-time forecasting and dispatch; AGC is fixed regulatory loop, not independently verified Level C. ENG human-decision support Level B retained.",
    "Technology_deployment_status": "operating_best_evidence",
    "In_city_coverage": "National grid",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "2",
    "Assessed_A": "1",
    "Source_IDs": "SRC-002;SRC-003",
    "Original_URLs": "https://www.ema.gov.sg/news-events/news/media-releases/2024/future-proofing-ema-energy-management-system-for-a-sustainable-future",
    "Qualification_and_gaps": "Correction of former conditional 2C Autonomy scenario; no C energy."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-019",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Preset microgrid islanding protection",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-020",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Goal-directed microgrid energy optimizer",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "3",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-021",
    "Scoring_domain": "ENG",
    "Technology_pattern": "Fixed-rule automated demand response",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-022",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Connected household smart water meters",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "EVIDENCE INCOMPLETE",
    "Documented_technology_or_lead": "PUB smart water meter rollout",
    "Technology_deployment_status": "evidence incomplete",
    "In_city_coverage": "Pilot/rollout count indexed; primary unavailable",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "0",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-008",
    "Original_URLs": "https://www.pub.gov.sg/Public/WaterLoop/Smart-Water-Meters",
    "Qualification_and_gaps": "Not scored pending operating count"
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-023",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Acoustic water network leakage telemetry",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
    "Documented_technology_or_lead": "PUB national network 1500 permanent acoustic leak sensors and some 300000 smart meters; no verified independent decision selection.",
    "Technology_deployment_status": "operating_best_evidence",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "",
    "Original_URLs": "https://www.pub.gov.sg/Resources/News-Room/PressReleases/2025/02/Keeping-Singapore-potable-water-pipe-network-in-good-order",
    "Qualification_and_gaps": "Both WAT technologies aggregate in same domain. Type1, no B for fixed alerts."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-024",
    "Scoring_domain": "WAT",
    "Technology_pattern": "AI leak localization with human dispatch",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-025",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Conventional pumping/pressure SCADA control",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-026",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Autonomous network pressure optimization",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-027",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Conventional automatic treatment chemical dosing",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-028",
    "Scoring_domain": "WAT",
    "Technology_pattern": "AI drinking-water treatment adviser",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-029",
    "Scoring_domain": "WAT",
    "Technology_pattern": "Autonomous wastewater process optimization",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-030",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Fixed schedule municipal streetlights",
    "Catalog_T_reference": "0",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-031",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Connected streetlight fault monitoring",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-032",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Ambient-sensor streetlight dimming",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "EVIDENCE INCOMPLETE",
    "Documented_technology_or_lead": "HDB adaptive lighting programs",
    "Technology_deployment_status": "evidence incomplete",
    "In_city_coverage": "District program, no national reach evidence",
    "Coverage_scale": "D",
    "Scale_coefficient": "0.35",
    "City_score_g": "0",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-007",
    "Original_URLs": "https://www.hdb.gov.sg/cs/infoweb/about-us/our-role/smart-and-sustainable-living/smart-homes",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-033",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Adaptive urban lighting strategy optimizer",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-034",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Connected conventional building management systems",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-035",
    "Scoring_domain": "BLD",
    "Technology_pattern": "AI building energy management adviser",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-036",
    "Scoring_domain": "BLD",
    "Technology_pattern": "District-scale autonomous HVAC optimizer",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "DISTRICT / VERIFICATION PENDING",
    "Documented_technology_or_lead": "Punggol district cooling and buildings automation",
    "Technology_deployment_status": "district / verification pending",
    "In_city_coverage": "Punggol only, cannot elevate Singapore independently",
    "Coverage_scale": "D",
    "Scale_coefficient": "0.35",
    "City_score_g": "0",
    "Assessed_T": "2",
    "Assessed_A": "2",
    "Source_IDs": "SRC-009",
    "Original_URLs": "https://www.tech.gov.sg/technews/government-cloud-smart-nation-innovations-punggol/",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-037",
    "Scoring_domain": "BLD",
    "Technology_pattern": "Bridge/structural health IoT monitoring",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-038",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Police facial-watchlist identification alerts",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-039",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Integrated situational-awareness camera feeds",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-040",
    "Scoring_domain": "SAF",
    "Technology_pattern": "AI acoustic gunshot classification alerts",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-041",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Predictive flood warning decision support",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-042",
    "Scoring_domain": "SAF",
    "Technology_pattern": "AI emergency resource dispatch recommendations",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-043",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Autonomous flood barrier and sluice coordination",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-044",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Autonomous emergency inspection drones",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-045",
    "Scoring_domain": "ENV",
    "Technology_pattern": "Continuous municipal air-quality sensor network",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
    "Documented_technology_or_lead": "NEA continuously measures air pollution in all five reporting regions.",
    "Technology_deployment_status": "operating_best_evidence",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "",
    "Original_URLs": "https://www.nea.gov.sg/our-services/pollution-control",
    "Qualification_and_gaps": "Continuous sensing, no independent operational decision."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-046",
    "Scoring_domain": "ENV",
    "Technology_pattern": "Connected urban noise monitoring",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-047",
    "Scoring_domain": "ENV",
    "Technology_pattern": "Smart-bin waste-fill telemetry",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-048",
    "Scoring_domain": "ENV",
    "Technology_pattern": "Timed pneumatic municipal waste collection",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-049",
    "Scoring_domain": "ENV",
    "Technology_pattern": "Autonomous robotic waste sorting",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-050",
    "Scoring_domain": "ENV",
    "Technology_pattern": "AI waste-fleet route planning advisory",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-051",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Online municipal service transaction portal",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "LifeSG digital public service channels",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "Multi-agency national digital services",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-004",
    "Original_URLs": "https://www.tech.gov.sg/products-and-services/for-citizens/digital-services/lifesg/",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-052",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Generative-AI city information chatbot",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-053",
    "Scoring_domain": "GOV",
    "Technology_pattern": "AI citizen-case prioritization adviser",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-054",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Urban digital twin for planning decisions",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-055",
    "Scoring_domain": "GOV",
    "Technology_pattern": "AI-supported municipal procurement risk review",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-056",
    "Scoring_domain": "HLT",
    "Technology_pattern": "Connected remote patient monitoring",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-057",
    "Scoring_domain": "HLT",
    "Technology_pattern": "Connected ambulance location and status",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-058",
    "Scoring_domain": "HLT",
    "Technology_pattern": "AI clinical decision-support recommender",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-059",
    "Scoring_domain": "HLT",
    "Technology_pattern": "Fixed-rule automated medication dispensing",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-060",
    "Scoring_domain": "HLT",
    "Technology_pattern": "Autonomous hospital logistics robot fleet",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "2",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-061",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Unified government-service portal with cross-agency transactions",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "LifeSG integrated public services",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "100+ government services; nationally accessible",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-004",
    "Original_URLs": "https://www.tech.gov.sg/products-and-services/for-citizens/digital-services/lifesg/",
    "Qualification_and_gaps": "Shares GOV scoring bucket with 51/62"
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-062",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Integrated digital identity and government data exchange",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "Singpass integrated government identity and data exchange",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "Nationwide transactions, substantial active users",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-005",
    "Original_URLs": "https://www.tech.gov.sg/products-and-services/for-citizens/digital-services/singpass/",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-063",
    "Scoring_domain": "GOV",
    "Technology_pattern": "AI-assisted government eligibility and case assessment",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-064",
    "Scoring_domain": "HLT",
    "Technology_pattern": "Integrated electronic health records and patient-service platform",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "National Electronic Health Record (NEHR)",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "Nationwide public-sector record network; new private-provider onboarding not yet universal",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-006",
    "Original_URLs": "https://www.healthinfo.gov.sg/nehr/",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-065",
    "Scoring_domain": "HLT",
    "Technology_pattern": "AI clinical triage with clinician approval",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-066",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Citywide school learning and administration platform",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "EVIDENCE INCOMPLETE",
    "Documented_technology_or_lead": "MOE government digital education platforms",
    "Technology_deployment_status": "evidence incomplete",
    "In_city_coverage": "National school systems requires original verification",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "0",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-010",
    "Original_URLs": "https://www.moe.gov.sg/education-in-sg/educational-technology-journey",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-067",
    "Scoring_domain": "GOV",
    "Technology_pattern": "AI-assisted personalized education and teacher decision support",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Singapore",
    "Pattern_ID": "SCD-TP-068",
    "Scoring_domain": "GOV",
    "Technology_pattern": "Integrated cognitive city digital twin / cross-domain autonomous city operations",
    "Catalog_T_reference": "3",
    "Catalog_A_reference": "3",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  }
]

# SCD — Original Seven Cities: Closed Best-Evidence Reassessment

**Research edition:** 2026-10-10 · **Methodology:** v0.2.3 (frozen) · **Publication:** NOT authorized

## Scope and conclusion

Seven operating cities were re-audited against the approved 68-pattern catalog and 21-descriptor taxonomy, with quantitative scores calculated exclusively from eight equally weighted service domains. This is a bounded supplementary audit of prior SCD research, **not** an examination of the full Sites source corpus. Results are final for this dated research edition, revisable in a new edition. No Sites import/export or publication has been executed.

## Seven updated research decisions

| City | Prior score / label | New Type score | New Autonomy score | New label |
|---|---|---:|---:|---|
| Singapore | 25.00 / 12.50 (2B) | **31.88** | **12.50** | **2B** |
| Moscow | 19.17 / 9.58 (2B) | **37.29** | **17.92** | **2B** |
| New York City | 28.75 / 5.42 (2B) | **35.63** | **10.83** | **2B** |
| Barcelona | 16.25 / 8.13 (2B) | **20.42** | **8.13** | **2B** |
| Cape Town | 6.88 / 0.00 (1?) | **15.21** | **0.00** | **1?** |
| New Haven | 6.88 / 0.00 (1?) | **9.58** | **2.71** | **1B** |
| Kigali | 6.88 / 0.00 (1?) | **9.58** | **0.00** | **1?** |

### Scores are not rankings across Type/Autonomy axes
A large numerical Type score is not sufficient for Type 3 unless **three independently qualifying T=3 domains** are documented. A large Autonomy score does not yield Level C without independently choosing/acting in **two material distinct service domains**. Scores display two decimals, archive at eight; the 21 descriptors do not create 21 weights. No documented Level A is asserted from a zero autonomy evidence contribution.

## Material updates and justification by city

### Singapore — 2B
Type 31.88, Autonomy 12.50; historic 25.00/12.50.

- **ENG:** EMA EMS II operating real-time forecasting and dispatch; AGC is fixed regulatory loop, not independently verified Level C. ENG human-decision support Level B retained. [Primary/source](https://www.ema.gov.sg/news-events/news/media-releases/2024/future-proofing-ema-energy-management-system-for-a-sustainable-future). *Limit:* Correction of former conditional 2C Autonomy scenario; no C energy.
- **WAT:** PUB national network 1500 permanent acoustic leak sensors and some 300000 smart meters; no verified independent decision selection. [Primary/source](https://www.pub.gov.sg/Resources/News-Room/PressReleases/2025/02/Keeping-Singapore-potable-water-pipe-network-in-good-order). *Limit:* Both WAT technologies aggregate in same domain. Type1, no B for fixed alerts.
- **ENV:** NEA continuously measures air pollution in all five reporting regions. [Primary/source](https://www.nea.gov.sg/our-services/pollution-control). *Limit:* Continuous sensing, no independent operational decision.
- **Why not 2C:** Although AGC executes routine fast adjustments, evidence does not substantiate adaptive choice beyond conventional feedback control for energy; a second independent Level C domain was not certified. The previously reported conditional 2C is retained only in historic test cases.

### Moscow — 2B
Type 37.29, Autonomy 17.92; historic 19.17/9.58.

- **ENG:** MOEK monitoring of almost 8000 heating substations and data-based detection of hidden network leaks (algorithm in use since 2020); no automatic independent heat-dispatch action shown. [Primary/source](https://www.moek.ru/press/news/2026/03/1236/). *Limit:* Energy Type2 forecasting/anomaly detection in broad city service; Level B human response. Non-catalog district heat anomaly algorithm is GAP-001.
- **WAT:** Mosvodokanal reports >13,000km city water pipes with 23 regulating points and automated 24/7 control supervised by experts. [Primary/source](https://mosvodokanal.ru/press/news/16923). *Limit:* Operator 2026 release observed in search excerpt; original page could not be reopened; Type1 best-evidence inference.
- **SAF:** 2025 metropolitan police official reports over 270000 connected city CCTV feeds; Sfera facial recognition/alerts operative; police retain authority. [Primary/source](https://www.mskagency.ru/materials/3466703). *Limit:* Extent of AI on all cameras not established; material system inference corroborated by metro video analytics. Privacy and civil-rights concerns must be covered in narrative.
- **Why not 2C:** Documented mobility automation is substantial, but district-heating leak analytics and police facial alerts ultimately inform human operators; water pressure SCADA has no verified contextual autonomous action-selection.
- **Governance caution:** Scoring surveillance as technical evidence does not endorse Moscow’s surveillance practices, legality, or civil-rights consequences.

### New York City — 2B
Type 35.63, Autonomy 10.83; historic 28.75/5.42.

- **MOB:** Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. [Primary/source](https://www.panynj.gov/content/dam/corporate/board-meeting-pdfs/Public%20Agenda%20%284-24-25%29.pdf). *Limit:* Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only.
- **ENV:** NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. [Primary/source](https://www.nyc.gov/site/dep/news/022825/testimony-rohit-t-aggarwala-chief-climate-officer-commissioner-nyc-dep-before-new-york). *Limit:* Measurements and public reporting, not autonomous environmental operations.
- **Why not 2C:** AirTrain is one substantial Mobility C domain; the utility and environment sources do not verify qualifying independent decisions in a second domain.

### Barcelona — 2B
Type 20.42, Autonomy 8.13; historic 16.25/8.13.

- **WAT:** Aigües de Barcelona 2025 operating report records remote meter reading for 89% of metropolitan customer meter base; operator webpage records 81% within Barcelona municipality at June 2024. [Primary/source](https://aiguesdebarcelona.cat/documents/42802/481302/AB_MemoriaExplotacio_2025_ES.pdf/f1a51ea8-4762-fe3b-c624-f261d752dfe5). *Limit:* City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof.
- **Why not 2C:** Driverless rail is Mobility C; advanced municipal water metering by itself is sensing/control, and water digital twins cited as prototypes are excluded.

### Cape Town — 1?
Type 15.21, Autonomy 0.00; historic 6.88/0.00.

- **WAT:** City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. [Primary/source](https://resource.capetown.gov.za/documentcentre/Documents/City%20research%20reports%20and%20review/Mayco_EMT_Progress_Report_to_Residents.pdf). *Limit:* 2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation.
- **ENV:** City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. [Primary/source](https://www.capetown.gov.za/Media-and-news/World%20Environmental%20Health%20Day%20City%20rallies%20support%20for%20even%20cleaner%20air). *Limit:* City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy.
- **Why not 2 or B:** Strong network sensing spans Water and Environment, but neither provides a verified operating Type 2 cognitive system or actionable advisory/decision delegation at material scale in current evidence. The explicit autonomy status remains **?**, not A.

### New Haven — 1B
Type 9.58, Autonomy 2.71; historic 6.88/0.00.

- **HLT:** Yale New Haven Health eCART AI clinical deterioration prediction operational since January 2024 in seven hospitals including principal in-city hospital; human staff make treatment decisions. [Primary/source](https://www.ynhhs.org/news/yale-new-haven-health-study-finds-wide-variation-in-performance-of-hospital-early-warning-systems). *Limit:* Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities.
- **Why 1B rather than 2B:** Clinical predictive AI makes HLT Type2 and B, but a second material Type2 service domain is unverified and the Type score is below 10. Healthcare providers operate independently of city government but deliver material in-city services.

### Kigali — 1?
Type 9.58, Autonomy 0.00; historic 6.88/0.00.

- **ENV:** Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. [Primary/source](https://aq.rema.gov.rw/displaydb/map_data). *Limit:* National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action.
- **Why 1?:** Air-quality network monitoring and e-government/mobility systems support Type1; Irembo digitization does not in itself establish Level B autonomy. WASAC prepaid tap installation was labeled a pilot and cannot elevate the WAT citywide score.

## Eight-domain decision matrix (one winner per domain)

| City | MOB T/A | ENG T/A | WAT T/A | BLD T/A | SAF T/A | ENV T/A | GOV T/A | HLT T/A |
|---|---|---|---|---|---|---|---|---|
| Singapore | 8.33 / 8.33 | 8.33 / 4.17 | 2.71 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 |
| Moscow | 8.13 / 5.42 | 8.33 / 4.17 | 4.17 / 0.00 | 0.00 / 0.00 | 8.33 / 4.17 | 0.00 / 0.00 | 0.00 / 0.00 | 8.33 / 4.17 |
| New York City | 5.42 / 5.42 | 4.17 / 0.00 | 4.17 / 0.00 | 5.42 / 2.71 | 5.42 / 2.71 | 4.17 / 0.00 | 4.17 / 0.00 | 2.71 / 0.00 |
| Barcelona | 5.42 / 5.42 | 0.00 / 0.00 | 4.17 / 0.00 | 2.71 / 0.00 | 0.00 / 0.00 | 2.71 / 0.00 | 5.42 / 2.71 | 0.00 / 0.00 |
| Cape Town | 2.71 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 |
| New Haven | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 5.42 / 2.71 |
| Kigali | 2.71 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 2.71 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 |

These are **score contributions**, not raw T/A coefficients. Refer to domain-decision CSV for raw T/A, coverage c and pattern IDs.

## Fourteen operating-city consolidated scorecard

| City | Type | Autonomy | Classification | Edition |
|---|---:|---:|---|---|
| Moscow | 37.29 | 17.92 | 2B | 2026-10-10-closed-reassessment-v1 |
| New York City | 35.63 | 10.83 | 2B | 2026-10-10-closed-reassessment-v1 |
| Singapore | 31.88 | 12.50 | 2B | 2026-10-10-closed-reassessment-v1 |
| Dubai | 26.25 | 16.46 | 2C | 2026-10-10-final-best-evidence-v1 |
| Helsinki | 23.54 | 8.33 | 2B | 2026-10-10-final-best-evidence-v1 |
| London | 22.08 | 12.50 | 2B | 2026-10-10-final-best-evidence-v1 |
| Barcelona | 20.42 | 8.13 | 2B | 2026-10-10-closed-reassessment-v1 |
| Seoul | 19.17 | 12.29 | 2B | 2026-10-10-final-best-evidence-v1 |
| Shanghai | 17.92 | 11.04 | 2B | 2026-10-10-final-best-evidence-v1 |
| Cape Town | 15.21 | 0.00 | 1? | 2026-10-10-closed-reassessment-v1 |
| Tokyo | 13.75 | 9.58 | 2B | 2026-10-10-final-best-evidence-v1 |
| Amsterdam | 13.54 | 5.42 | 2B | 2026-10-10-final-best-evidence-v1 |
| Kigali | 9.58 | 0.00 | 1? | 2026-10-10-closed-reassessment-v1 |
| New Haven | 9.58 | 2.71 | 1B | 2026-10-10-closed-reassessment-v1 |

**NEOM / The Line:** `3D*` remains **planned aspirational reference**, without operating scores, and is intentionally not included as a fifteenth operating city.

## Scope, independent research and source accounting

The original 68-pattern register and 2026-10-10 research decision matrices were used as an initial corpus. A targeted new public-source search examined the overlooked Water, Energy, Safety, Environment, Transit and Healthcare cases. Full SCD Admin URL exports were **not provided**; the registered number of sources is not a count of all discoverable internet documents.

| City | Distinct URL registered | Opened originals now | Search excerpts only | Attempted inaccessible | Carried old register | Accepted now | Rejected now | Distinct publishers |
|---|---:|---:|---:|---:|---:|---:|---:|---:|
| Singapore | 14 | 4 | 1 | 0 | 10 | 4 | 1 | 10 |
| Moscow | 14 | 2 | 3 | 0 | 10 | 4 | 1 | 14 |
| New York City | 13 | 3 | 1 | 0 | 9 | 3 | 1 | 10 |
| Barcelona | 10 | 3 | 2 | 0 | 6 | 3 | 2 | 8 |
| Cape Town | 10 | 0 | 1 | 4 | 5 | 3 | 2 | 3 |
| New Haven | 8 | 2 | 1 | 1 | 5 | 2 | 1 | 3 |
| Kigali | 8 | 2 | 2 | 0 | 4 | 1 | 1 | 7 |

**Terminology:** `examined_original` means the original page or PDF was opened in this pass. `search_excerpt_only` is not original examination. `inaccessible_attempted_search_excerpt` means original opening was attempted unsuccessfully, but search excerpts could still inform a *caveated best-evidence inference*. `historical_register_only_not_reopened` is older research, not new examination. Prior review states and duplicate URLs are preserved in the source register; publisher counts refer to the registered source corpus, not validated independence of each claim.

## Excluded or limited evidence

- Singapore national VPP sandbox is a pilot, not operating-scale independent grid energy dispatch.
- Moscow electric AI optimizer developed at MIPT is a research announcement, not validated municipal operating service.
- New York City distribution-protection and remote shutdown do not automatically establish adaptive autonomous grid reconfiguration.
- Barcelona digital twin prototypes and RESSONA implementation projects are not promoted to automatic water operation without evidence.
- Cape Town full future smart-meter rollout is not counted as already installed; 2018–2021 pressure-network counts carry a present-operation assumption.
- New Haven planned signals and proposed AI innovation projects do not earn operating credit.
- Kigali WASAC 200-tap prepaid pilot is not counted as citywide utility Level C.

## Closing and editorial policy

This dated best-evidence edition is closed for research purposes. New evidence can trigger a new version with changes explained in a score-delta log. Neither these results nor the accompanying 14-city table are proof that the operator production site has adopted them, and **no production publication package has been authorized**. Store both raw numeric scores, per-domain evidence and the historical version.