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A mountain pass method for the numerical solution of semilinear elliptic problems. YS Choi, PJ McKenna. Nonlinear Analysis: Theory, Methods & Applications 20 (4), 417-437. , 1993.

For lesion outcome prediction, we employ an ensemble of three-dimensional multiscale residual U-Net and a fully convolutional network, trained using image patches. In order to handle class imbalance, we devise a multi-step training strategy.

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