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

• Main Authors: Nicole M Duggan (Author), Mike Jin (Author), Maria Alejandra Duran Mendicuti (Author), Stephen Hallisey (Author), Denie Bernier (Author), Lauren A Selame (Author), Ameneh Asgari-Targhi (Author), Chanel E Fischetti (Author), Ruben Lucassen (Author), Anthony E Samir (Author), Erik Duhaime (Author), Tina Kapur (Author), Andrew J Goldsmith (Author)
• Format: Book
• Published: JMIR Publications, 2024-07-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundMachine learning (ML) models can yield faster and more accurate medical diagnoses; however, developing ML models is limited by a lack of high-quality labeled training data. Crowdsourced labeling is a potential solution but can be constrained by concerns about label quality. ObjectiveThis s...