The claim states that novel antibiotics are discovered through standardized screening and derivation methods. The retrieved papers consistently corroborate that high-throughput screening (HTS), phenotypic assays, and structured derivation (such as machine learning prediction, whole-cell biosensors, and natural product screening) are foundational methods in modern antibiotic discovery pipelines.