In conclusion, in this single-center study, GDM, initial FiO2 value, invasive ventilation, acidosis, hypochloremia, CRP level, PDA and positive respiratory culture were independent risk factors for BPD severity and we developed machine learning models with good performance. Here, CRP is linked to bronchopulmonary dysplasia.