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Zone of inhibition prediction in silver nanoparticle antimicrobial activity via physics-guided liquid state machine

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Silver nanoparticles are widely applied in medicine, packaging, and environmental remediation because of their potent antimicrobial properties. Nevertheless, predictive modeling of their zone of inhibition (ZOI) remains a longstanding challenge due to limited ... ...