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Context-Aware Multitask Learning for Aquatic and Soil Ecotoxicity Prediction from Fragmented ECOTOX Records
aware-multitask-learningecologyenvironmental-hazard-assessmentpredictive-evidence-basesociologystronger-structural-separationyet-heterogeneous-reporting
Large ecotoxicity databases contain extensive evidence, yet heterogeneous reporting and sparse coverage across chemicals, species, end points, and conditions limit predictive use. From relational U.S. EPA ECOTOX, we linked 1,234,077 traceable records and constructed model-ready aquatic and soil data
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