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In contrast, the chemical pregnancy rate refers to early pregnancy loss that occurs shortly after implantation, typically within the first 5 weeks, detected by a positive pregnancy test (presence of hCG hormone), but not confirmed by ultrasound, and ending before it can be visualized on ultrasound [28]

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Finding the "best" set of features to build a predictive model is a complex combinatorial problem and available methods are generally classified into two categories: filtering methods (those which rank individual features according to some criteria) and more involved wrapper algorithms, which use classification methods directly to evaluate a particular set of features