A statistical mapping pipeline using five mp-MR contrasts and biopsy-grounded logistic regression plus kNN classification produces full-brain parametric maps of IDH1, MGMT, and microvascular proliferation with reported accuracies above 0.98.
The Distance-Weighted k-Nearest-Neighbor Rule
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Statistical multiscale mapping of IDH1, MGMT, and microvascular proliferation in human brain tumors from multiparametric MR and spatially-registered core biopsy
A statistical mapping pipeline using five mp-MR contrasts and biopsy-grounded logistic regression plus kNN classification produces full-brain parametric maps of IDH1, MGMT, and microvascular proliferation with reported accuracies above 0.98.