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Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targeted minimum loss-based estimation, estimating equations, and one-step estimation (Benkeser, Petersen, van der Laan (2019), doi:10.1080/01621459.2019.1668794). Cross-validated area under the receiver operating characteristics curve (LeDell, Petersen, van der Laan (2015), doi:10.1214/15-EJS1035) and other metrics are included.
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