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Science / Mon, 01 Jun 2026 Nature

Spatial differentiation and driving mechanisms of traditional villages based on geo-explainable artificial intelligence

Data statementThe datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request. GlossaryGeoXAI : Geo-Explainable Artificial Intelligence, a framework integrating machine learning and spatial analysis methods to capture complex nonlinear relationships and spatial heterogeneity in geospatial data. Moran’s I : A measure of spatial autocorrelation that indicates the degree of similarity between spatially adjacent areas. Shapley Value : A method used to explain the contributions of individual features to machine learning model predictions. Traditional Villages : Villages with a historical and cultural significance, often characterized by traditional architecture, agrarian practices, and distinct community structures.

Competing interests

The authors declare no competing interests.

Data statement

The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.

Glossary

GeoXAI : Geo-Explainable Artificial Intelligence, a framework integrating machine learning and spatial analysis methods to capture complex nonlinear relationships and spatial heterogeneity in geospatial data.

Moran’s I : A measure of spatial autocorrelation that indicates the degree of similarity between spatially adjacent areas.

Shapley Value : A method used to explain the contributions of individual features to machine learning model predictions.

Traditional Villages : Villages with a historical and cultural significance, often characterized by traditional architecture, agrarian practices, and distinct community structures.

Urbanization Rate : A measure of the degree to which an area has transitioned from rural to urban, often reflecting the extent of industrialization and development.

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