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Showing 1–3 of 3 results
Advanced filters: Author: Niki Kilbertus Clear advanced filters

  • This Perspective discusses the various biases that can emerge along the pipeline of machine learning-based single-cell analysis and presents methods to train models on human single-cell data in order to assess and mitigate these biases.

    • Theresa Willem
    • Vladimir A. Shitov
    • Fabian J. Theis
    Reviews
    Nature Cell Biology
    Volume: 27, P: 384-392

  • Causal machine learning methods could be used to predict treatment outcomes for subgroups and even individual patients; this Perspective outlines the potential benefits and limitations of the approach, offering practical guidance for appropriate clinical use.

    • Stefan Feuerriegel
    • Dennis Frauen
    • Mihaela van der Schaar
    Reviews
    Nature Medicine
    Volume: 30, P: 958-968