The python codes above are the one used in the manuscript "Deep Hybrid Learning prediction of patient specific quality assurance in radiotherapy: implementation in clinical routine" published in Diagnostics.
PMID: 35008198.
- "Complexity_index" code allows to obtain the complexity indexes of radiotherapy plans using Raystation treatment planning software
- "Machine Learning" code is the code developed to train the predicting machine learning models for Thorax and Head tumour location
- "Deep Hybrid Learning" code is the code developed to train the predicting deep hybrid learning models for Breast, Pelvis and Head&Neck tumour location
Please find below the link to use the API to predict the result of the patient specific quality assurance test : https://aureliencd-radiotherapy-quality-api-cq-patient-predictor-2clxve.streamlitapp.com/