Surgical workflow analysis for Surgomics and context-aware assistance in robot-assisted minimally invasive esophagectomy (RAMIE): a retrospective, single-arm, multicenter annotation and machine learning study
The RAMIE workflow was successfully modeled and validated in a retrospective multicenter setting. Despite high variability in phase duration between surgical centers, ML-based phase recognition achieved highly promising results.
Authors
- Vladimir J. Lozanovski (ORCID: https://orcid.org/0000-0002-7332-3973)
- Nithya Bhasker (ORCID: https://orcid.org/0000-0002-2666-8776)
- Stefanie Speidel (ORCID: https://orcid.org/0000-0002-4590-1908)
- Fleur Fritz (ORCID: https://orcid.org/0000-0002-9005-6766)
- Beat Peter Müller-Stich (ORCID: https://orcid.org/0000-0002-8552-8538)
- Jürgen Weitz (ORCID: https://orcid.org/0000-0002-5760-6391)
- Antonia Stern
- Marius Distler (ORCID: https://orcid.org/0000-0002-3164-5755)
- Oliver Burgert (ORCID: https://orcid.org/0000-0001-7118-4730)
- Rosa Klotz (ORCID: https://orcid.org/0000-0003-4123-261X)
- Adrian T. Billeter (ORCID: https://orcid.org/0000-0001-8724-4793)
- Martin Wagner (ORCID: https://orcid.org/0000-0002-9831-9110)
- Klaus Maier‐Hein (ORCID: https://orcid.org/0000-0002-6626-2463)
- Peter Grimminger (ORCID: https://orcid.org/0000-0002-1859-9213)
- Sebastian Bodenstedt (ORCID: https://orcid.org/0000-0002-2203-9729)
- Alexander C. Jenke (ORCID: https://orcid.org/0000-0002-4675-417X)
- Johanna M. Brandenburg (ORCID: https://orcid.org/0000-0001-6486-5810)
- Denise Junger (ORCID: https://orcid.org/0000-0002-7895-3210)
- Dominik Rivoir (ORCID: https://orcid.org/0009-0004-1165-6010)
- Lars Mündermann (ORCID: https://orcid.org/0000-0002-1228-2477)
- A. Schulze (ORCID: https://orcid.org/0000-0001-7551-8566)
- Noelle Bleser (ORCID: https://orcid.org/0009-0002-4076-7022)
- Hamid Naderi (ORCID: https://orcid.org/0009-0002-7589-3109)
Institutions
- German Society of Surgery (DE)
- German Cancer Research Center (DE)
- University of Basel (CH)
- Johannes Gutenberg University Mainz (DE)
- Heidelberg University (DE)
- Helmholtz-Zentrum Dresden-Rossendorf (DE)
- University Hospital Heidelberg (DE)
- University Hospital of Basel (CH)
- Karl Storz (Germany) (DE)
- University Medical Center of the Johannes Gutenberg University Mainz (DE)
- National Center for Tumor Diseases (DE)
- University Hospital Carl Gustav Carus (DE)
- Reutlingen University (DE)
- Technische Universität Dresden (DE)
Publication Details
- Journal
- European Journal of Surgical Oncology
- Published
- 2025-11-07
- DOI
- https://doi.org/10.1016/j.ejso.2025.111174
- Citations
- 1
- Primary Topic
- Esophageal Cancer Research and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 2.01
Funders
- Deutsche Forschungsgemeinschaft
- Technische Universität Dresden
- Bundesministerium für Gesundheit