Smart City Atlas · Spain

Barcelona

Name: Barcelona
Address: Spain

Barcelona connects municipal sensing, open data, and spatial analysis with specific experiments in urban planning.

Spain · 41.3825, 2.1771

Profile scope · Barcelona municipality, Catalonia, Spain. Map point: Plaça de Sant Jaume by City Hall, used as a reference point rather than a city centroid.

Category: Existing city transformation
Smart City Maturity Type: Type 2 — Intelligent Smart City (Predict and Optimize)
Smart City Autonomy Level: Level B — AI Assisted
Assessment status: Published and assessed — provisional classification
Scale / population: 1,729,963 residents (city proper, municipal register at 1 January 2026)
Publication status: Published

Overview

Barcelona is an established Mediterranean municipality, not a single-purpose smart-city development. Its public record spans city data services, sensor infrastructure, and urban planning research. This profile distinguishes documented programs and historical partnerships from current citywide operations.

Published city description

Barcelona’s urban technology work connects municipal sensing and open data with planning experiments. A Barcelona Supercomputing Center digital-twin project examined access to public facilities under the 15-minute-city model. This is a specific planning analysis, not evidence that every city service is automated or AI-managed. The map point is Plaça de Sant Jaume near City Hall, used as a city reference point rather than a city centroid.

Population and status

The Barcelona City Council municipal register counted 1,729,963 residents on 1 January 2026. This is the municipality figure; metropolitan totals use a wider boundary. Barcelona is an operating city with multiple digital and sustainability programs, not a single new-build smart-city project.

Technology, data, and objectives

Municipal material describes a city sensor network and Sentilo, an open sensor platform, alongside an open data portal. These systems support data exchange and civic services, while their coverage and current operating status should be evaluated system by system. The city’s stated planning agenda includes access to public facilities and services.

Digital twin and urban analysis

Barcelona City Council and the Barcelona Supercomputing Center documented a digital-twin project that analyzed access to public facilities through the 15-minute-city model, with the Municipal IT Institute and Barcelona Regional involved. It is a defined planning analysis; it does not establish that every planning or city-service workflow uses a live digital twin or AI.

Companies and evidence

Cisco’s 2012 newsroom material describes an earlier collaboration with Barcelona. That source supports a historical relationship, not a claim that Cisco is a current citywide provider. The profile links the documented sensor and digital-twin work to relevant Atlas guides and analytical methods without implying unverified deployments.

Authoritative published assessment · v0.2.3

Classification · 2B

Type Score 20.42 / 100 · Autonomy Score 8.13 / 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.

How to read the evidence

An operating inventory label records the assessment’s deployment status. It does not mean every linked source was freshly opened or independently verified.

Source examination, deployment verification and inference

Original source examined: read in the recorded research stage; this does not imply a new examination today.
Historical evidence carried forward: retained from a prior edition without renewed examination.
Search-excerpt-only evidence: an excerpt or index supports the claim; the full original was not examined for that claim.
Inaccessible original source: the source could not be opened; any supported inference remains qualified.
Verified operating deployment: requires explicit operating and eligibility evidence. Source examination alone does not establish deployment verification.
Best-evidence inference: coverage or capability remains conditional and requires additional verification.
Unverified or excluded technology: an audit entry, pilot or unclear record does not establish a score-contributing deployment.

Eight-domain decisions

Domain	Type winner · T · coverage	Autonomy winner · A · coverage	Type / Autonomy points	Evidence and qualification
MOB	Operating driverless TMB Metro L9/L10/L11 · 2 · Coverage: N (0.65)	Operating driverless TMB Metro L9/L10/L11 · 2 · Coverage: N (0.65)	5.41666667 / 5.41666667	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. TMB ↗ Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-030 · original08 · examined Operating driverless metro L9/10/11; distinguish in-city usage from total regional line km PRIOR-SRC-030 · reassessment15 · historical_register_only_not_reopened Operating driverless metro L9/10/11; distinguish in-city usage from total regional line km
ENG	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	0.00000000 / 0.00000000	No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass.
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. · 1 · Coverage: W (1)	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. · 0 · Coverage: W (1)	4.16666667 / 0.00000000	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. City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof. Aigües de Barcelona ↗ Original source examined in the recorded research stage Evidence IDs, provenance and review states (1) NEW-015 · reassessment15 · examined_original 89% metropolitan meters tele-read in 2025
BLD	Sentilo sensor integration and monitoring · 1 · Coverage: N (0.65)	Sentilo sensor integration and monitoring · 0 · Coverage: N (0.65)	2.70833333 / 0.00000000	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. City of Barcelona ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-033 · original08 · prior assessment Sensor platform urban monitoring not independent control PRIOR-SRC-033 · reassessment15 · historical_register_only_not_reopened Sensor platform urban monitoring not independent control
SAF	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	0.00000000 / 0.00000000	No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass.
ENV	Envac pneumatic waste conveying network · 1 · Coverage: N (0.65)	Envac pneumatic waste conveying network · 0 · Coverage: N (0.65)	2.70833333 / 0.00000000	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Envac (operator) ↗ Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-031 · original08 · examined Pneumatic waste collection 9 stations, ~200k served, fixed-rule A0 not C PRIOR-SRC-031 · reassessment15 · historical_register_only_not_reopened Pneumatic waste collection 9 stations, ~200k served, fixed-rule A0 not C
GOV	IRIS AI citizen request categorization · 2 · Coverage: N (0.65)	IRIS AI citizen request categorization · 1 · Coverage: N (0.65)	5.41666667 / 2.70833333	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Barcelona municipal government ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-032 · original08 · prior assessment AI request-classification tool: prior excerpt; verify production, rate and footprint PRIOR-SRC-032 · reassessment15 · historical_register_only_not_reopened AI request-classification tool: prior excerpt; verify production, rate and footprint
HLT	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored	0.00000000 / 0.00000000	No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass.

Eligible domain counts: T1+ 5; T2+ 2; T3 0; A1+ 2; A2+ 1; 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 reference	Domain	Status · coverage	Evidence and limitations
Operating driverless TMB Metro L9/L10/L11SCD-TP-007	MOB	Deployed / operational · N	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Review: OPERATING — score-eligible candidate Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward TMB ↗ Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-030 · original08 · examined Operating driverless metro L9/10/11; distinguish in-city usage from total regional line km PRIOR-SRC-030 · reassessment15 · historical_register_only_not_reopened Operating driverless metro L9/10/11; distinguish in-city usage from total regional line km
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.SCD-TP-022	WAT	Deployed / operational · W	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. City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof. City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment Aigües de Barcelona ↗ Original source examined in the recorded research stage Evidence IDs, provenance and review states (1) NEW-015 · reassessment15 · examined_original 89% metropolitan meters tele-read in 2025
Sentilo sensor integration and monitoringGAP-004	BLD	Deployed / operational · N	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward City of Barcelona ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-033 · original08 · prior assessment Sensor platform urban monitoring not independent control PRIOR-SRC-033 · reassessment15 · historical_register_only_not_reopened Sensor platform urban monitoring not independent control
Envac pneumatic waste conveying networkSCD-TP-048	ENV	Deployed / operational · N	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. New functionally scaled coverage permits ENV N even though localized; time-sequence transport A0 Review: OPERATING — score-eligible candidate Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward Envac (operator) ↗ Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-031 · original08 · examined Pneumatic waste collection 9 stations, ~200k served, fixed-rule A0 not C PRIOR-SRC-031 · reassessment15 · historical_register_only_not_reopened Pneumatic waste collection 9 stations, ~200k served, fixed-rule A0 not C
IRIS AI citizen request categorizationSCD-TP-053	GOV	Deployed / operational · N	From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Prior sources not re-opened; conditional N and B Review: OPERATING — prior source, recheck required Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward Barcelona municipal government ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-032 · original08 · prior assessment AI request-classification tool: prior excerpt; verify production, rate and footprint PRIOR-SRC-032 · reassessment15 · historical_register_only_not_reopened AI request-classification tool: prior excerpt; verify production, rate and footprint
Sentilo sensor integration and monitoringSCD-TP-039	SAF	Unclear · N	Catalog 39 cameras only analogy; primary domain BLD for sensing platform, requires specific devices; transfer to new platform pattern/physical sensor entry; exclude from direct catalog scoring Review: POTENTIAL — pattern mismatch (city sensor platform, not CCTV) Unverified, excluded, pilot, or unclear technology — not an established scoring deployment · Best-evidence inference / additional verification required City of Barcelona ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-033 · original08 · prior assessment Sensor platform urban monitoring not independent control PRIOR-SRC-033 · reassessment15 · historical_register_only_not_reopened Sensor platform urban monitoring not independent control
BSC 15-minute city planning digital twinSCD-TP-054	GOV	Pilot / limited deployment · P	Exclude from operating score Review: RESEARCH / PILOT Unverified, excluded, pilot, or unclear technology — not an established scoring deployment Barcelona Supercomputing Center ↗ Historical evidence carried forward / not newly examined Evidence IDs, provenance and review states (2) SRC-034 · original08 · prior assessment Research/planning digital twin; excluded citywide operating score PRIOR-SRC-034 · reassessment15 · historical_register_only_not_reopened Research/planning digital twin; excluded citywide operating score

68-pattern research audit · unknown does not mean absent

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

[
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "Operating driverless TMB Metro L9/L10/L11",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "Substantial production rail inside Barcelona and metro region, exact in-city route km unknown",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "1",
    "Assessed_T": "2",
    "Assessed_A": "2",
    "Source_IDs": "SRC-030",
    "Original_URLs": "https://www.tmb.cat/en/get-to-know-tmb/transport-network-improvements/automated-metro/which-lines",
    "Qualification_and_gaps": ""
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "Pattern_ID": "SCD-TP-010",
    "Scoring_domain": "MOB",
    "Technology_pattern": "Connected parking occupancy guidance",
    "Catalog_T_reference": "1",
    "Catalog_A_reference": "0",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
    "Documented_technology_or_lead": "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.",
    "Technology_deployment_status": "operating_best_evidence",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "W",
    "Scale_coefficient": "1",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "",
    "Original_URLs": "https://aiguesdebarcelona.cat/documents/42802/481302/AB_MemoriaExplotacio_2025_ES.pdf/f1a51ea8-4762-fe3b-c624-f261d752dfe5",
    "Qualification_and_gaps": "City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof."
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "Pattern_ID": "SCD-TP-038",
    "Scoring_domain": "SAF",
    "Technology_pattern": "Police facial-watchlist identification alerts",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Barcelona",
    "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": "POTENTIAL — pattern mismatch (city sensor platform, not CCTV)",
    "Documented_technology_or_lead": "Sentilo sensor integration and monitoring",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "City sensor data platform; exact current active endpoint count unavailable",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "0",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-033",
    "Original_URLs": "https://www.barcelona.cat/metropolis/en/contents/digital-technologies-the-new-driving-force-behind-barcelonas-economy",
    "Qualification_and_gaps": "Catalog 39 cameras only analogy; primary domain BLD for sensing platform, requires specific devices; transfer to new platform pattern/physical sensor entry; exclude from direct catalog scoring"
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "OPERATING — score-eligible candidate",
    "Documented_technology_or_lead": "Envac pneumatic waste conveying network",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "~200k served, 9 stations in communities, purpose-fit service reaches material residents",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "1",
    "Assessed_T": "1",
    "Assessed_A": "0",
    "Source_IDs": "SRC-031",
    "Original_URLs": "https://www.envacgroup.com/news/barcelonas-envac-system-is-being-modernised/",
    "Qualification_and_gaps": "New functionally scaled coverage permits ENV N even though localized; time-sequence transport A0"
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "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": "Barcelona",
    "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": "Barcelona",
    "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": "OPERATING — prior source, recheck required",
    "Documented_technology_or_lead": "IRIS AI citizen request categorization",
    "Technology_deployment_status": "operating",
    "In_city_coverage": "Municipal complaint channel AI category advice; verification from prior research",
    "Coverage_scale": "N",
    "Scale_coefficient": "0.65",
    "City_score_g": "1",
    "Assessed_T": "2",
    "Assessed_A": "1",
    "Source_IDs": "SRC-032",
    "Original_URLs": "https://www.barcelona.cat/infobarcelona/ca/20-anys-de-liris-el-sistema-de-gestio-de-peticions-de-la-ciutadania_1542923.html",
    "Qualification_and_gaps": "Prior sources not re-opened; conditional N and B"
  },
  {
    "City": "Barcelona",
    "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": "RESEARCH / PILOT",
    "Documented_technology_or_lead": "BSC 15-minute city planning digital twin",
    "Technology_deployment_status": "research / pilot",
    "In_city_coverage": "Planning demonstration, not operating city digital twin",
    "Coverage_scale": "P",
    "Scale_coefficient": "0.15",
    "City_score_g": "0",
    "Assessed_T": "2",
    "Assessed_A": "1",
    "Source_IDs": "SRC-034",
    "Original_URLs": "https://www.bsc.es/news/bsc-news/barcelona-tests-digital-twin-developed-bsc-if-it-15-minute-city",
    "Qualification_and_gaps": "Exclude from operating score"
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "Pattern_ID": "SCD-TP-058",
    "Scoring_domain": "HLT",
    "Technology_pattern": "AI clinical decision-support recommender",
    "Catalog_T_reference": "2",
    "Catalog_A_reference": "1",
    "Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
    "Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
    "Technology_deployment_status": "unverified",
    "In_city_coverage": "Unknown",
    "Coverage_scale": "",
    "Scale_coefficient": "",
    "City_score_g": "0",
    "Assessed_T": "",
    "Assessed_A": "",
    "Source_IDs": "",
    "Original_URLs": "",
    "Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
  },
  {
    "City": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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": "Barcelona",
    "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.

TMB ↗
Operating driverless metro L9/10/11; distinguish in-city usage from total regional line km
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-030 · original08 · examined
- PRIOR-SRC-030 · reassessment15 · historical_register_only_not_reopened
Aigües de Barcelona ↗
89% metropolitan meters tele-read in 2025
Original source examined in the recorded research stage
Evidence IDs, provenance and review states (1)
- NEW-015 · reassessment15 · examined_original
City of Barcelona ↗
Sensor platform urban monitoring not independent control
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-033 · original08 · prior assessment
- PRIOR-SRC-033 · reassessment15 · historical_register_only_not_reopened
Envac (operator) ↗
Pneumatic waste collection 9 stations, ~200k served, fixed-rule A0 not C
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-031 · original08 · examined
- PRIOR-SRC-031 · reassessment15 · historical_register_only_not_reopened
Barcelona municipal government ↗
AI request-classification tool: prior excerpt; verify production, rate and footprint
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-032 · original08 · prior assessment
- PRIOR-SRC-032 · reassessment15 · historical_register_only_not_reopened
Barcelona Supercomputing Center ↗
Research/planning digital twin; excluded citywide operating score
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-034 · original08 · prior assessment
- PRIOR-SRC-034 · reassessment15 · historical_register_only_not_reopened

Barcelona research report

Barcelona is classified 2B with Type Score 20.42 and Autonomy Score 8.13, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.

Limitations

MOB: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
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. City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof.
BLD: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
ENV: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
GOV: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.

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.

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