Related Experiment Videos
Physicians' Perspectives on Predictive Uncertainty in Machine Learning Models
Nicolas Frey1, Niklas Giesa1, Louis Agha-Mir-Salim1
1Institute of Medical Informatics, Charité - Universitätsmedizin Berlin, Germany.
None:
We examined clinicians' perspectives on predictive uncertainty displayed alongside risk predictions using semi-structured interviews in a postoperative delirium dashboard prototype. While clinicians recognized the value of uncertainty information, they struggled to interpret it without clear context, underscoring the need for transparent, human-centered visualisation of predictive uncertainty.
Related Concept Videos
Sensitivity, Specificity, and Predicted Value
Sensitivity is the...
Uncertainty: Overview
Prediction Intervals
However, the point estimate is most likely not the exact value of the population parameter, but close to it. After calculating point estimates, we construct interval estimates, called confidence intervals or prediction intervals. This prediction interval comprises a range of values unlike the point estimate and is a better predictor of the observed sample value, y.
The...
Errors occurring during blood pressure monitoring
Several factors...
Uncertainty in Measurement: Accuracy and Precision
Uncertainty: Confidence Intervals