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The proposed CAMIE, a Context-Aware Motif Importance Explainer designed for multi-task molecular classification, leverages a Knowledge Distillation-inspired pseudo target to effectively distill assay-specific motif-removal responses, transferring explanatory patterns across tasks without requiring ground-truth labels.
The biocidal products regulation (BPR) increases the need for timely assessment of existing biocidal active substances under constraints on animal use, time, and resources. We used tebuconazole, a triazole fungicide relevant to both Korean and European BPR frameworks, as a case study to examine how publicly accessible...
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