Ethics, Uncertainty, and Accuracy Standards in Spatial Data

§  Quantifying and communicating uncertainty in GeoAI outputs

§  Bias and fairness in AI-driven geomatic decision-making

§  Benchmarks and validation protocols for GeoAI models in geomatics

§  Calibration, validation, and uncertainty assessment

§  Positional Accuracy Standards for Digital Geospatial Data