Jean Pierre Van Nieuwenhuysen, William D'Hoore, Julian G Leprince
What ultimately matters in root canal treatment success and tooth preservation: A 25-year cohort study
International endodontic journal
paper hypothesize possible localize image regions preclinical tumors chest xray cxr image weaklysupervised training survival prediction model using dataset containing cxr images healthy patients timetodeath label visual explanations empower clinicians early lung cancer detection increase patient awareness susceptibility disease test hypothesis train censoraware multiclass survival prediction deep learning classifier robust imbalanced training classes represent quantized number days timetodeath prediction multiclass model allows us use posthoc interpretability methods gradcam localize image regions preclinical tumors experiments propose new benchmark based national lung cancer screening trial nlst dataset test weaklysupervised preclinical tumor localization survival prediction models results suggest proposed method shows stateoftheart cindex survival prediction weaklysupervised preclinical tumor localization results knowledge constitutes pioneer approach field able produce visual explanations preclinical events associated survival prediction results