Cost-sensitive learning is crucial in domains like healthcare to prevent misclassifications with serious consequences, such as type II errors in water potability assessment. Keywords: ChatGPT; water potability; water quality; machine learning; zero shot-learning; cost-sensitive learning Citation: ...