Validation, interpretation, and robustness of medical artificial intelligence models · Introduction

Introduction

What this guide covers

A comprehensive technical reference on statistical foundations, clinical evaluation protocols, mathematical explainability, and bias mitigation methodologies in high-criticality diagnostic and prognostic settings.

Overview

Topics covered

Introduction
Medical Artificial Intelligence: Validation, Interpretation and Robustness of Models
Medical AI and Peculiarities of the Clinical Environment
1.1 Shift of the Disease Spectrum (Spectrum Shift)
1.2 Spectrum Bias
1.3 Extreme Class Imbalance

Related concepts

Main connections

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

P(\boldsymbol{X} | Y = 1)_{\text{Terciario}} \neq P(\boldsymbol{X} | Y = 1)_{\text{Primaria}}

View LaTeX source

P(\boldsymbol{X} | Y = 1)_{\text{Terciario}} \neq P(\boldsymbol{X} | Y = 1)_{\text{Primaria}}