Exploring the potential of thyroid hormones to predict clinical improvements in depressive patients: A machine learning analysis of the real-world based study.

•Lower pretreatment thyroid function predicts poorer treatment response in depression•A predictive model including thyroid hormones achieved good performance in depression•Assessment of thyroid hormone could be extended to routine practice settings•These findings can be used to inform the personalized management of depression