Methodology alignment
Scientific and policy frameworks used as design benchmarks for controlled review, not endorsements or representation.
Maria Neira / WHO framing
Health-protective guideline context and cautious public-health language.
Frank Kelly-style QA
Station quality, representativeness, averaging periods and traffic/background confounding.
Helen ApSimon-style source-receptor logic
Wind, dispersion, emissions inventory and uncertainty before attribution.
Prashant Kumar-style sensor governance
Low-cost sensor provenance, siting, calibration and spatial representativeness.
Dominici-style causal epidemiology
No causal health inference without confounder control, exposure windows and uncertainty.
Randall Martin-style satellite fusion
Remote-sensing context requires extraction, QA and ground validation.
Michael Brauer / GBD integration
Exposure screening is separated from health-burden calculation.
Susan Anenberg-style emissions-health modelling
Trace-gas and emissions-related indicators are prioritised for screening.
Theo Damoulas-style digital twin readiness
Weekly historical structure and target/control sites support future spatiotemporal models.