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Gamified Crowdsourcing as a Novel Approach to Lung Ultrasound Data Set Labeling: Prospective Analysis.

Nicole M DugganMike JinMaria Alejandra Duran MendicutiStephen HalliseyDenie BernierLauren Ann SelameAmeneh Asgari-TarghiChanel E FischettiRuben LucassenAnthony E SamirErik P DuhaimeTina KapurAndrew J Goldsmith
Published in: Journal of medical Internet research (2024)
Crowdsourced labels for B-line classification on lung ultrasound clips via a gamified approach achieved expert-level accuracy. This suggests a strategic role for gamified crowdsourcing in efficiently generating labeled image data sets for training ML systems.
Keyphrases
  • deep learning
  • magnetic resonance imaging
  • electronic health record
  • big data
  • machine learning
  • ultrasound guided
  • contrast enhanced ultrasound
  • data analysis
  • positron emission tomography