Prediction accuracy in cancer refers to the ability of diagnostic tools, models, and algorithms to correctly identify the presence or absence of cancer, predict treatment outcomes, and forecast patient survival rates. Accurate predictions are crucial for personalized treatment plans and improving patient outcomes.