51 research outputs found
SAGES consensus recommendations on an annotation framework for surgical video
Background: The growing interest in analysis of surgical video through machine learning has led to increased research efforts; however, common methods of annotating video data are lacking. There is a need to establish recommendations on the annotation of surgical video data to enable assessment of algorithms and multi-institutional collaboration. Methods: Four working groups were formed from a pool of participants that included clinicians, engineers, and data scientists. The working groups were focused on four themes: (1) temporal models, (2) actions and tasks, (3) tissue characteristics and general anatomy, and (4) software and data structure. A modified Delphi process was utilized to create a consensus survey based on suggested recommendations from each of the working groups. Results: After three Delphi rounds, consensus was reached on recommendations for annotation within each of these domains. A hierarchy for annotation of temporal events in surgery was established. Conclusions: While additional work remains to achieve accepted standards for video annotation in surgery, the consensus recommendations on a general framework for annotation presented here lay the foundation for standardization. This type of framework is critical to enabling diverse datasets, performance benchmarks, and collaboration
Improvement in the Safety of Use of Hand Dishwashing Liquids Through the Addition of Hydrophobic Plant Extracts
The 24âhr, 28âday, and 7âday postâmoisturizing efficacy of ceramides 1, 3, 6âII containing moisturizing cream compared with hydrophilic cream on skin dryness and barrier disruption in senile xerosis treatment
Interventions for rosacea based on the phenotype approach: An updated systematic review including GRADE assessments:Evidence based treatments for rosacea based on phenotype approach
Dermatology-oncolog
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