Edinburgh College

MSRA-CCL: Multi-Source Reliability-Aware Aggregation and Cross-Domain Consistency Learning for Weakly Supervised Sentiment Classification

Sentiment classification often relies on costly in-domain annotations, while weak-supervision sources provide low-cost but inconsistent labels. We propose Multi-Source Reliability-Aware Aggregation and Cross-domain Consistency Learning (MSRA-CCL) for weakly supervised sentiment c...

Educational approaches to teach the 2017 periodontal classification to dental healthcare professionals: A scoping review

Abstract Background Diagnostic errors are a major concern, particularly when long‐standing diagnostic criteria are updated. Following the 2017 World Workshop on the Classification of Periodontal and Peri‐implant Diseases and Conditions, a new classification was released in 2018....