Survival Prediction: Accuracy Isn't Confidence
A weather forecaster might correctly predict rain every day, but when he says "70% chance of precipitation," it actually rains only 30% of the time. His forecasts are useful, but the numbers can't be trusted. The same happens with models that predict cancer survival from tissue images and genetic data.
Researchers tested 14 such models on data from five cancer types.