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The findings show that landslide and flood studies dominate the reviewed literature, whereas wildfire and earthquake applications remain comparatively underrepresented, and the future potential of GeoAI, digital twins, physics-informed AI, and trustworthy AI approaches for transparent and reliable spatial decision-support systems are emphasized.