Christopher Osterhaus, Susanne Koerber, Beate Sodian
Scientific thinking in elementary school: Children's social cognition and their epistemological understanding promote experimentation skills
Developmental psychology
correct interpretation breast density important assessment breast cancer risk ai shown capable accurately predicting breast density however due differences imaging characteristics across mammography systems models built using data one system generalize well systems though federated learning fl emerged way improve generalizability ai without need share data best way preserve features training data fl active area research explore fl methodology breast density classification fl challenge hosted partnership american college radiology harvard medical schools mass general brigham university colorado nvidia national institutes health national cancer institute challenge participants able submit docker containers capable implementing fl three simulated medical facilities containing unique large mammography dataset breast density fl challenge ran june 15 september 5 2022 attracting seven finalists around world winning fl submission reached linear kappa score 0653 challenge test data 0413 external testing dataset scoring comparably model trained data central location