ResearchBenchmarksTarget Volume Auto-Delineation on Mid-thoracic esophageal cancer Blinded physician survey (test)Target Volume Auto-Delineation on Mid-thoracic esophageal cancer Blinded physician survey (test)Follow4.06Guideline Compliance MeanOncoAgent3.543.6753.813.945Mar 10, 2026Evaluation resultsMethodMethodLinksGuideline Compliance MeanGuideline Compliance SDGuideline Compliance (Rating >= 4) %Modification Effort MeanModification Effort SDModification Effort (Rating >= 4) %Clinical Acceptability MeanClinical Acceptability SDClinical Acceptability (Rating >= 4) %OncoAgentProtocol=Zero-ShotProtocol=Zero-Shot2026.034.060.6881.24.120.8968.83.810.7575nnU-NetCondition=GTV PriorCondition=GTV Prior2026.033.560.5156.23.440.6337.53.380.7250