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A conditional multi-label model to improve prediction of a rare outcome: An illustration predicting autism diagnosis.

Wei A HuangMatthew EngelhardMarika CoffmanElliot D HillQin WengAbby ScheerGary MaslowRicardo HenaoGeraldine DawsonBenjamin A Goldstein
Published in: Journal of biomedical informatics (2024)
Our findings underscore the effectiveness of the developed conditional multi-label model for early prediction of an autism diagnosis. The study introduces a versatile strategy applicable to prediction tasks involving limited target populations but sharing underlying features or etiology among related groups.
Keyphrases
  • autism spectrum disorder
  • intellectual disability
  • randomized controlled trial
  • systematic review
  • social media
  • health information