Litcius/Paper detail

A causal perspective on dataset bias in machine learning for medical imaging

Charles Jones, Daniel C. Castro, Fabio De Sousa Ribeiro, Ozan Oktay, Melissa D. McCradden, Ben Glocker

2024Nature Machine Intelligence68 citationsDOI

Topics & Concepts

Perspective (graphical)Computer scienceArtificial intelligenceMachine learningData sciencePresentation (obstetrics)Causal inferenceCausal structureDebiasingCausal modelRisk analysis (engineering)PsychologyMedicineCognitive scienceQuantum mechanicsRadiologyPathologyPhysicsArtificial Intelligence in Healthcare and EducationExplainable Artificial Intelligence (XAI)Ethics in Clinical Research