This study applied ML algorithms in predicting post-operative tumour progression for a large cohort of patients with NF PitNET, with data covering presentation, details of interventions, tumour characteristics, Ki-67, and follow-up results of radiology scans. Here, MKI67 is linked to neoplasm.