Nilushi Karunaratne, Kayley Lyons, Emilee Molcik, Betty Exintaris
Teamwork baseline assessment tool: Sparking teamwork dialogues in health professions training
Medical teacher
hepatocellular carcinoma hcc common type liver cancer poses significant challenges detection diagnosis medical imaging especially computed tomography ct pivotal noninvasively identifying disease requiring substantial expertise interpretation research introduces innovative strategy integrates twodimensional 2d threedimensional 3d deep learning models within federated learning fl framework precise segmentation liver tumor regions medical images study utilized 131 ct scans liver tumor segmentation lits challenge demonstrated superior efficiency accuracy proposed hybridresunet model dice score 09433 auc 09965 compared resnet efficientnet models fl approach beneficial conducting largescale clinical trials safeguarding patient privacy across healthcare settings facilitates active engagement problemsolving data collection model development refinement study also addresses data imbalances fl context showing resilience highlighting local models robust performance future research concentrate refining federated learning algorithms incorporation continuous implementation deployment cicd processes ai system operations emphasizing dynamic involvement clients recommend collaborative humanai endeavor enhance feature extraction knowledge transfer improvements intended boost equitable efficient data collaboration across various sectors practical scenarios offering crucial guide forthcoming research medical ai