Surgical workflow analysis for Surgomics and context-aware a…

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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

Article 2025 EN Hybrid

INTRODUCTION: Robot-assisted minimally invasive esophagectomy (RAMIE) is a complex procedure that may benefit from workflow analysis for context-aware assistance and surgical data science. This study aimed to model the RAMIE workflow, validate the applicability of the obtained workflow model in the operating room (OR) and retrospectively assess its generalizability across three academic centers us…

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23 authors
#AuthorInstitutionsORCID
1 Johanna M. Brandenburg Heidelberg University (DE) University Hospital Heidelberg (DE) +5
2 A. Schulze University Hospital Carl Gusta… (DE) Nationales Centrum für Tumorer… (DE) +2
3 Alexander C. Jenke Helmholtz-Zentrum Dresden-Ross… (DE) University Hospital Carl Gusta… (DE) +2
4 Nithya Bhasker Helmholtz-Zentrum Dresden-Ross… (DE) University Hospital Carl Gusta… (DE) +2
5 Noelle Bleser University Hospital Carl Gusta… (DE) Nationales Centrum für Tumorer… (DE) +1
6 Denise Junger Reutlingen University (DE)
7 Antonia Stern Karl Storz (Germany) (DE) —
8 Dominik Rivoir Helmholtz-Zentrum Dresden-Ross… (DE) University Hospital Carl Gusta… (DE) +3
9 Hamid Naderi Heidelberg University (DE) University Hospital Heidelberg (DE)
10 Fleur Fritz Heidelberg University (DE) University Hospital Heidelberg (DE)
11 Oliver Burgert Reutlingen University (DE)
12 Lena Maier-Hein German Cancer Research Center (DE) —
13 Lars Mündermann Johannes Gutenberg University … (DE) Karl Storz (Germany) (DE) +1
14 Sebastian Bodenstedt Helmholtz-Zentrum Dresden-Ross… (DE) University Hospital Carl Gusta… (DE) +3
15 Stefanie Speidel Helmholtz-Zentrum Dresden-Ross… (DE) University Hospital Carl Gusta… (DE) +3
16 Vladimir J. Lozanovski Johannes Gutenberg University … (DE) University Medical Center of t… (DE)
17 Peter Grimminger Johannes Gutenberg University … (DE) University Medical Center of t… (DE)
18 Adrian Theophil Billeter University Hospital of Basel (CH)
19 Rosa Klotz Heidelberg University (DE) University Hospital Heidelberg (DE)
20 Jürgen Weitz University Hospital Carl Gusta… (DE) Nationales Centrum für Tumorer… (DE) +2
21 Marius Distler University Hospital Carl Gusta… (DE) Nationales Centrum für Tumorer… (DE) +2
22 Beat Peter Müller-Stich University Hospital of Basel (CH)
23 Martin Wagner Corresponding University Hospital Carl Gusta… (DE) Nationales Centrum für Tumorer… (DE) +2

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