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The four standard views of an individual mammogram were fed into Mirai. The image encoder mapped each view to a vector, and the image aggregator combined the four view vectors into a single vector for the mammogram. In this work, we used a single shared ResNet-18 as an image encoder, and a transformer as our image aggregator. The risk factor predictor module predicted all the risk factors used in the Tyrer-Cuzick model, including age, detailed family history, and hormonal factors, from the mammogram vector. The additive hazard layer combined information from both the image aggregator and risk factors (predicted or given) to predict coherent risk assessments across 5 years (Yr).

United statesRadiology society of north americaRadiological society of north americaNorthwestern universityAmerican roentgen ray societyMixed reality viewerReality viewerAugmented realityRadiology businessRadiological societyBreast imagingAmerican journalRadiology imagingNorth americaஒன்றுபட்டது மாநிலங்களில்கதிரியக்கவியல் சமூகம் ஆஃப் வடக்கு அமெரிக்கா