highly significantp < 0.001
6 of these features were highly significant (p < 0.001, Wald test) after correction for multiple testing, and were selected for the multivariable model: Brock score, Herder score, a history of lung disease, a history of extra-thoracic malignancy, nodule density and PET avidity.