Multicentric validation of EndoDigest: a computer vision platform for video documentation of the critical view of safety in laparoscopic cholecystectomy.

Pietro MascagniDeepak AlapattGiovanni Guglielmo LaraccaLudovica GuerrieroAndrea SpotaClaudio FiorilloArmine VardazaryanGiuseppe QueroSergio AlfieriLudovica BaldariElisa CassinottiLuigi BoniDiego CuccurulloGuido CostamagnaBernard DallemagneNicolas Padoy

Published in: Surgical endoscopy (2022)

EndoDigest was robust enough to reliably locate the time of the cystic duct division and efficiently video document CVS despite the highly variable workflows. Training specifically on data from each center could improve results; however, this multicentric validation shows the potential for clinical translation of this surgical data science tool to efficiently document surgical safety.

Keyphrases

electronic health record
big data
public health
deep learning
high throughput
machine learning
data analysis
artificial intelligence
climate change