Lavanchy JL, Ramesh S, Dall’Alba D, Gonzalez C, Fiorini P, Müller-Stich BP, Nett PC, Marescaux J, Mutter D, Padoy N. Challenges in multi-centric generalization: phase and step recognition in Roux-en-Y gastric bypass surgery. International Journal of Computer Assisted Radiology and Surgery 2024 https://doi.org/10.1007/s11548-024-03166-3
Code and dataset https://github.com/CAMMA-public/MultiBypass140

Yuan K, Kattel M, Lavanchy JL, Navab N, Srivastav V, Padoy N. Advancing surgical VQA with scene graph knowledge. International Journal of Computer Assisted Radiology and Surgery 2024 https://doi.org/10.1007/s11548-024-03141-y

Pedrett R, Mascagni P, Beldi G, Padoy N, Lavanchy JL. Technical skill assessment in minimally invasive surgery using artificial intelligence: A systematic review. Surgical Endoscopy 2023 https://doi.org/10.1007/s00464-023-10335-z

Lavanchy JL, Vardazaryan A, Mascagni P, AI4SafeChole Consortium, Mutter D, Padoy N. Preserving privacy in surgical video analysis using a deep learning classifier to identify out-of-body scenes in endoscopic videos. Scientific Reports 2023;13:9235 https://doi.org/10.1038/s41598-023-36453-1

Lam K, Abràmoff MD, Balibrea JM, Bishop SM, Brady RR, Callcut RA, Chand M, Collins JW, Diener MK, Eisenmann M, Fermont K, Neto MG, Hager GD, Hinchliffe RJ, Horgan A, Jannin P, Langerman A, Logishetty K, Mahadik A, Maier-Hein L, Antona EM, Mascagni P, Mathew RK, Müller-Stich BP, Neumuth T, Nickel F, Park A, Pellino G, Rudzicz F, Shah S, Slack M, Smith MJ, Soomro N, Speidel S, Stoyanov D, Tilney HS, Wagner M, Darzi A, Kinross JM, Purkayastha S. A Delphi consensus statement for digital surgery. NPJ Digital Medicine. 2022 19;5(1):100. https://doi.org/10.1038/s41746-022-00641-6

Lavanchy JL, Gonzalez C, Kasem H, Nett PC, Mutter D, Padoy N. Proposal and multicentric validation of a laparoscopic Roux-en-Y gastric bypass surgery ontology. Surgical Endoscopy 2023;37(3):2070-2077 https://doi.org/10.1007/s00464-022-09745-2

Aspart F, Bolmgren JL, Lavanchy JL, Beldi G, Woods MS, Padoy N, Hosgor E. ClipAssistNet: bringing real-time safety feedback to operating rooms. International Journal of  Computer Assisted Radiology and Surgery 2022;17,5-13 https://doi.org/10.1007/s11548-021-02441-x

Maier-Hein L, Eisenmann M, Sarikaya D, März K, Collins T, Malpani A, Fallert J, Feussner H, Giannarou S, Mascagni P, Nakawala H, Park A, Pugh C, Stoyanov D, Vedula SS, Cleary K, Fichtinger G, Forestier G, Gibaud B, Grantcharov T, Hashizume M, Heckmann-Nötzel D, Kenngott HG, Kikinis R, Mündermann L, Navab N, Onogur S, Roß T, Sznitman R, Taylor RH, Tizabi MD, Wagner M, Hager GD, Neumuth T, Padoy N, Collins J, Gockel I, Goedeke J, Hashimoto DA, Joyeux L, Lam K, Leff DR, Madani A, Marcus HJ, Meireles O, Seitel A, Teber D, Ückert F, Müller-Stich BP, Jannin P, Speidel S. Surgical data science - from concepts toward clinical translation. Medical Image Analysis. 2022;76:102306. https://doi.org/10.1016/j.media.2021.102306

Lavanchy JL, Zindel J, Kirtac K, Twick I, Hosgor E, Candinas D, Beldi G. Automation of surgical skill assessment using a three-stage machine learning algorithm. Scientific Reports 2021;11:5197 https://doi.org/10.1038/s41598-021-84295-6

Garrow CR, Kowalewski KF, Li L, Wagner M, Schmidt MW, Engelhardt S, Hashimoto DA, Kenngott HG, Bodenstedt S, Speidel S, Müller-Stich BP, Nickel F. Machine Learning for Surgical Phase Recognition: A Systematic Review. Annals of Surgery. 2021 1;273(4):684-693. https://doi.org/10.1097/SLA.0000000000004425

Maier-Hein L, Wagner M, Ross T, Reinke A, Bodenstedt S, Full PM, Hempe H, Mindroc-Filimon D, Scholz P, Tran TN, Bruno P, Kisilenko A, Müller B, Davitashvili T, Capek M, Tizabi MD, Eisenmann M, Adler TJ, Gröhl J, Schellenberg M, Seidlitz S, Lai TYE, Pekdemir B, Roethlingshoefer V, Both F, Bittel S, Mengler M, Mündermann L, Apitz M, Kopp-Schneider A, Speidel S, Nickel F, Probst P, Kenngott HG, Müller-Stich BP. Heidelberg colorectal data set for surgical data science in the sensor operating room. Scientific Data. 2021 12;8(1):101. https://doi.org/10.1038/s41597-021-00882-2