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Representative studies have combined time-lapse morphokinetics with proteomic signals to generate implantation decision-support outputs, integrated morphokinetics with oxidative-status features measured from spent culture medium, and fused metabolomic readouts with embryologic variables using machine-learning approaches for implantation prediction [436, 479, 480]

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