… of the proposed ensemble approach is described in detail in the following subsections. We
describe the methods used to target uncertainty of predictions: DPE, calibration methods (PS …

… to this review is the lack of methods enabling uncertainty … the CP and Venn-ABERS
confidence predictors with other … calibration methods given by standard classification methods. …

… Venn–ABERS predictors (VA), in calibrating prediction scores obtained from ligand–target
prediction … of predictions at the patient-level, highlighting that VA produced superior probability …

… At its core is a statistical calibration method for predictive … As we will see later, conformal
prediction methods are not equally … In contrast to this, we use only a single target coverage level …

… Advances in CPs theory allow for targeted approaches to … in aggregate form, or any patient
level data provided in a data … , light blue boxes offer additional information about the patients’ …

… As the target error rate ϵ is reduced… classification methods and output probabilistic predictions.
Dispensing with some technicalities, it can be stated that those probabilities are calibrated…

… In conclusion, PRF can be useful for target prediction models … The conformal, calibration
and Bayesian procedures, shown … , and proposed the combined application of various query …

… combined with calibration models, such as Platt scaling and Isotonic Regression, and other
uncertainty methods [Venn-ABERS predictors (… of the target class with an ad hoc procedure …

… Clinical information, stored over time and increasingly linked to … analysis and, more recently,
uncertainty quantification and … Models must also be calibrated for the target population with …

… Targeting the uncertainty of predictions at patient-level using an ensemble of classifiers
coupled with calibration methods, VennABERS, and Conformal Predictors: a case study in AD. J. …