XpertCausal improves chest X-ray pathology classification, calibration, and explanation quality over standard CBMs by using radiologist-guided causal noisy-OR modeling and Bayesian inversion on the MIMIC-CXR dataset.
Causally reliable concept bottleneck models
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Radiologist-Guided Causal Concept Bottleneck Models for Chest X-Ray Interpretation
XpertCausal improves chest X-ray pathology classification, calibration, and explanation quality over standard CBMs by using radiologist-guided causal noisy-OR modeling and Bayesian inversion on the MIMIC-CXR dataset.