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Stability testing depth Brand-name stability testing follows ICH Q1A guidelines, involving multiple storage conditions (25 degrees Celsius/60% relative humidity for long-term, 40 degrees Celsius/75% relative humidity for accelerated), multiple time points (0, 3, 6, 9, 12, 18, 24 months), and multiple analytical methods (HPLC for potency, size exclusion chromatography for aggregation, pH measurement, visual inspection, and more)

690 Despite the potential benefits, challenges include data privacy concerns, the need for large and diverse datasets to train algorithms, and ensuring the transparency and interpretability of AI models remain