A Five-Step Multi-Dimensional Learnability Validation Protocol for Meningitis Clinical Risk Assessment
Clinical machine learning is routinely judged on discrimination alone. A model that separates classes well is reported as successful, even when its probabilities are miscalibrated, its explanations point at variables with no measured association with the outcome, and nobody has checked whether the target can be learned...