Expert Delineated Cohort

Expert-delineated cohorts are groups of data meticulously labeled by human experts, serving as gold-standard training sets for various machine learning applications. Current research focuses on improving model generalization across diverse cohorts, mitigating biases through techniques like adversarial training and cohort-aware attention, and developing efficient methods for cohort creation and resource allocation. This work is crucial for advancing the accuracy and fairness of AI models in diverse fields, from medical image analysis and speech recognition to personalized medicine and large-scale biomedical studies.