What are the Challenges in Developing QSAR Models for Nanomaterials?
Despite the benefits, developing QSAR models for nanomaterials comes with several challenges:
Data Scarcity: Limited availability of high-quality experimental data for training and validating models. Complexity of Nanomaterials: Nanomaterials have complex structures and diverse properties that are difficult to capture accurately in a model. Standardization: Lack of standardized methods for characterizing nanomaterials and reporting data. Dynamic Nature: Nanomaterials can undergo transformations in different environments, complicating the prediction of their behavior.
