Mental health literacy predicts depression in older adults in China: an interpretable machine learning model

The interpretable predictive model facilitates a more precise estimation of the risk of depression in older individuals by health care professionals, providing better prevention plans and treatment targets. Additionally, this transparent framework enhances the clarity of the model, making it easier to understand the reliability of the predictions for mental health concerns.