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Smart City Atlas · USA

New Haven, Connecticut

New Haven, Connecticut uses connected sensing and data collection in urban infrastructure. UConn CIRCA documents a low-cost stormwater sensor network monitoring rainfall, tides, and sewer performance; the published research separates operational evidence from pilots and planned systems.

USA · 41.3083, -72.9279

Category
Existing city transformation
Smart City Maturity Type
Type 1 — Connected Smart City (Observe)
Smart City Autonomy Level
Level B — AI Assisted
Assessment status
Published and assessed — provisional classification
Scale / population
Not yet established in reviewed sources
Publication status
Published

Overview

New Haven, Connecticut uses connected sensing and data collection in urban infrastructure. UConn CIRCA documents a low-cost stormwater sensor network monitoring rainfall, tides, and sewer performance; the published research separates operational evidence from pilots and planned systems.

Authoritative published assessment · v0.2.3

Classification · 1B

Type Score 9.58 / 100 · Autonomy Score 2.71 / 100

Research edition 2026-10-10-closed-reassessment-v1 · assessment 2026-10-10.

Eight equally weighted service domains use separate Type and Autonomy maxima. Scores and domain-count gates jointly determine the classification. Source limitations and coverage inferences remain part of this assessment.

Eight-domain decisions

DomainType winner · T · coverageAutonomy winner · A · coverageType / Autonomy pointsEvidence and qualification
MOBUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

Carried forward; original evidence not independently reverified in this pass.

    ENGUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

    Carried forward; original evidence not independently reverified in this pass.

      WATUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

      Carried forward; original evidence not independently reverified in this pass.

        BLDUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

        Carried forward; original evidence not independently reverified in this pass.

          SAFUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

          Carried forward; original evidence not independently reverified in this pass.

            ENVUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scoredUNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000No eligible verified entry — UNKNOWN, not absent

            Carried forward; original evidence not independently reverified in this pass.

              GOVCity online GIS, land/property services · 1 · Coverage: W (1)City online GIS, land/property services · 0 · Coverage: W (1)4.16666667 / 0.00000000From reviewed corpus; check notes

              Carried forward; original evidence not independently reverified in this pass.

              • City of New Haven ↗

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-042 · original08 · prior assessment

                  GIS portal is city digital service not predictive simulation

                • PRIOR-SRC-042 · reassessment15 · historical_register_only_not_reopened

                  GIS portal is city digital service not predictive simulation

              HLTYale 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. · 2 · Coverage: N (0.65)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. · 1 · Coverage: N (0.65)5.41666667 / 2.70833333Yale 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.

              Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities.

              • Yale New Haven Health ↗

                Original source examined in the recorded research stage

                Evidence IDs, provenance and review states (1)
                • NEW-025 · reassessment15 · examined_original

                  eCART deployed in Jan 2024 hospitals

              Eligible domain counts: T1+ 2; T2+ 1; T3 0; A1+ 1; A2+ 0; A3 0.

              Smart technology inventory

              Current winners and documented deployment evidence are reconciled below. Earlier screening records labeled Unclear do not establish deployment and do not contribute to scores.

              Technology / catalog referenceDomainStatus · coverageEvidence and limitations
              City online GIS, land/property servicesSCD-TP-051GOVDeployed / operational · W

              From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.

              GIS on its own closer digital information than unified portal; T1 conditional Review: OPERATING — score-eligible candidate

              Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward

              • City of New Haven ↗

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-042 · original08 · prior assessment

                  GIS portal is city digital service not predictive simulation

                • PRIOR-SRC-042 · reassessment15 · historical_register_only_not_reopened

                  GIS portal is city digital service not predictive simulation

              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.SCD-TP-058HLTDeployed / operational · N

              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. Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities.

              Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE

              Recorded operating deployment

              • Yale New Haven Health ↗

                Original source examined in the recorded research stage

                Evidence IDs, provenance and review states (1)
                • NEW-025 · reassessment15 · examined_original

                  eCART deployed in Jan 2024 hospitals

              Municipal paid parking mobile transaction appsSCD-TP-010MOBUnclear · N

              Catalog gap: mobile parking payments should be distinct from occupancy guidance Review: CATALOG MISMATCH / EVIDENCE INCOMPLETE

              Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

              • City of New Haven ↗

                Search-excerpt or index-only evidence · Inaccessible original source · Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-043 · original08 · index-only / inaccessible

                  City payment platform and mobile app; no occupancy sensing proof

                • PRIOR-SRC-043 · reassessment15 · historical_register_only_not_reopened

                  City payment platform and mobile app; no occupancy sensing proof

              Automated speed and red-light camera alertsSCD-TP-038SAFUnclear · P

              TP038 mismatch: fixed rule detection, must not score as AI Review: LOCAL FIXED-RULE DETECTION

              Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

              • City of New Haven / Safer Routes For All ↗

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-041 · original08 · prior assessment

                  Seven Sept 2026 speed/red-light camera installations; manual review; local pilot

                • PRIOR-SRC-041 · reassessment15 · historical_register_only_not_reopened

                  Seven Sept 2026 speed/red-light camera installations; manual review; local pilot

              Municipal public-safety video and license plate sensorsSCD-TP-039SAFUnclear · D

              Operational local sensing; cannot assume N Review: OPERATING

              Unverified, excluded, pilot, or unclear technology — not an established scoring deployment · Best-evidence inference / additional verification required

              • City of New Haven / Safer Routes For All ↗

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-041 · original08 · prior assessment

                  Seven Sept 2026 speed/red-light camera installations; manual review; local pilot

                • PRIOR-SRC-041 · reassessment15 · historical_register_only_not_reopened

                  Seven Sept 2026 speed/red-light camera installations; manual review; local pilot

              Yale-New Haven system MyChart electronic patient servicesSCD-TP-064HLTDeployed / operational · N

              Review: OPERATING — score-eligible candidate

              Recorded operating deployment

              • Yale New Haven Health ↗

                Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-044 · original08 · examined

                  Patient-facing MyChart; in-city facility and cross-organization EMR integration requires review

                • PRIOR-SRC-044 · reassessment15 · historical_register_only_not_reopened

                  Patient-facing MyChart; in-city facility and cross-organization EMR integration requires review

              68-pattern research audit · unknown does not mean absent

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

              [
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "Pattern_ID": "SCD-TP-010",
                  "Scoring_domain": "MOB",
                  "Technology_pattern": "Connected parking occupancy guidance",
                  "Catalog_T_reference": "1",
                  "Catalog_A_reference": "0",
                  "Review_status": "CATALOG MISMATCH / EVIDENCE INCOMPLETE",
                  "Documented_technology_or_lead": "Municipal paid parking mobile transaction apps",
                  "Technology_deployment_status": "catalog mismatch / evidence incomplete",
                  "In_city_coverage": "City municipal paid parking, no occupancy sensing; TP010 cannot count as match",
                  "Coverage_scale": "N",
                  "Scale_coefficient": "0.65",
                  "City_score_g": "0",
                  "Assessed_T": "1",
                  "Assessed_A": "0",
                  "Source_IDs": "SRC-043",
                  "Original_URLs": "https://www.newhavenct.gov/government/departments-divisions/transportation-traffic-parking/new-haven-parking",
                  "Qualification_and_gaps": "Catalog gap: mobile parking payments should be distinct from occupancy guidance"
                },
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "Pattern_ID": "SCD-TP-018",
                  "Scoring_domain": "ENG",
                  "Technology_pattern": "Autonomous DER portfolio dispatch",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "Pattern_ID": "SCD-TP-032",
                  "Scoring_domain": "BLD",
                  "Technology_pattern": "Ambient-sensor streetlight dimming",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "LOCAL FIXED-RULE DETECTION",
                  "Documented_technology_or_lead": "Automated speed and red-light camera alerts",
                  "Technology_deployment_status": "local fixed-rule detection",
                  "In_city_coverage": "Seven sites, human review; not AI watch-list Type2",
                  "Coverage_scale": "P",
                  "Scale_coefficient": "0.15",
                  "City_score_g": "0",
                  "Assessed_T": "2",
                  "Assessed_A": "1",
                  "Source_IDs": "SRC-041",
                  "Original_URLs": "https://saferoutesforall.org/",
                  "Qualification_and_gaps": "TP038 mismatch: fixed rule detection, must not score as AI"
                },
                {
                  "City": "New Haven",
                  "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": "OPERATING",
                  "Documented_technology_or_lead": "Municipal public-safety video and license plate sensors",
                  "Technology_deployment_status": "operating",
                  "In_city_coverage": "Selected locations, count/penetration unavailable",
                  "Coverage_scale": "D",
                  "Scale_coefficient": "0.35",
                  "City_score_g": "0",
                  "Assessed_T": "1",
                  "Assessed_A": "0",
                  "Source_IDs": "SRC-041",
                  "Original_URLs": "https://saferoutesforall.org/",
                  "Qualification_and_gaps": "Operational local sensing; cannot assume N"
                },
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "City online GIS, land/property services",
                  "Technology_deployment_status": "operating",
                  "In_city_coverage": "City digital GIS/open public information, not predictive twin",
                  "Coverage_scale": "W",
                  "Scale_coefficient": "1",
                  "City_score_g": "1",
                  "Assessed_T": "1",
                  "Assessed_A": "0",
                  "Source_IDs": "SRC-042",
                  "Original_URLs": "https://maps.newhavenct.gov/",
                  "Qualification_and_gaps": "GIS on its own closer digital information than unified portal; T1 conditional"
                },
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
                  "Documented_technology_or_lead": "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.",
                  "Technology_deployment_status": "operating_best_evidence",
                  "In_city_coverage": "Unknown",
                  "Coverage_scale": "N",
                  "Scale_coefficient": "0.65",
                  "City_score_g": "1",
                  "Assessed_T": "2",
                  "Assessed_A": "1",
                  "Source_IDs": "",
                  "Original_URLs": "https://www.ynhhs.org/news/yale-new-haven-health-study-finds-wide-variation-in-performance-of-hospital-early-warning-systems",
                  "Qualification_and_gaps": "Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities."
                },
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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": "Yale-New Haven system MyChart electronic patient services",
                  "Technology_deployment_status": "operating",
                  "In_city_coverage": "Yale New Haven Hospital and connected city patient services in region-spanning network; use in-city is material",
                  "Coverage_scale": "N",
                  "Scale_coefficient": "0.65",
                  "City_score_g": "1",
                  "Assessed_T": "1",
                  "Assessed_A": "0",
                  "Source_IDs": "SRC-044",
                  "Original_URLs": "https://www.ynhh.org/tools/MyChart",
                  "Qualification_and_gaps": ""
                },
                {
                  "City": "New Haven",
                  "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": "New Haven",
                  "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": "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": "New Haven",
                  "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": "New Haven",
                  "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."
                }
              ]

              Sources and evidence

              Each canonical publication URL appears once in this group. Reference aliases and research stages do not count as independent corroboration.

              • City of New Haven ↗

                GIS portal is city digital service not predictive simulation

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-042 · original08 · prior assessment
                • PRIOR-SRC-042 · reassessment15 · historical_register_only_not_reopened
              • Yale New Haven Health ↗

                eCART deployed in Jan 2024 hospitals

                Original source examined in the recorded research stage

                Evidence IDs, provenance and review states (1)
                • NEW-025 · reassessment15 · examined_original
              • City of New Haven ↗

                City payment platform and mobile app; no occupancy sensing proof

                Search-excerpt or index-only evidence · Inaccessible original source · Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-043 · original08 · index-only / inaccessible
                • PRIOR-SRC-043 · reassessment15 · historical_register_only_not_reopened
              • City of New Haven / Safer Routes For All ↗

                Seven Sept 2026 speed/red-light camera installations; manual review; local pilot

                Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-041 · original08 · prior assessment
                • PRIOR-SRC-041 · reassessment15 · historical_register_only_not_reopened
              • Yale New Haven Health ↗

                Patient-facing MyChart; in-city facility and cross-organization EMR integration requires review

                Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined

                Evidence IDs, provenance and review states (2)
                • SRC-044 · original08 · examined
                • PRIOR-SRC-044 · reassessment15 · historical_register_only_not_reopened

              New Haven research report

              New Haven is classified 1B with Type Score 9.58 and Autonomy Score 2.71, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.

              Limitations

              • GOV: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
              • 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. Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities.
              Supplied research report archive · original wording preserved
              # 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.
              
              

              Download published research edition (JSON) · Methodology

              Technology record

              City online GIS, land/property servicesYale 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.Yale-New Haven system MyChart electronic patient services

              Sources (9)

              1. 01UConn CIRCA — New Haven stormwater sensor network ↗
              2. 023D Scanning & Drone Services in New Haven | THE FUTURE 3D ↗
              3. 033D Laser Scanning in New Haven, Connecticut | THE FUTURE 3D ↗
              4. 04Digital Twins in New Haven, Connecticut | THE FUTURE 3D ↗
              5. 05City of New Haven · PRIOR-SRC-042 (historical_register_only_not_reopened) ↗
              6. 06Yale New Haven Health · NEW-025 (examined_original) ↗
              7. 07City of New Haven · PRIOR-SRC-043 (historical_register_only_not_reopened) ↗
              8. 08City of New Haven / Safer Routes For All · PRIOR-SRC-041 (historical_register_only_not_reopened) ↗
              9. 09Yale New Haven Health · PRIOR-SRC-044 (historical_register_only_not_reopened) ↗
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              Knowledge graph · New Haven, ConnecticutPlace → systems → analysis

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