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Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
Wagner M, Müller-Stich BP, Kisilenko A, Tran D, Heger P, Mündermann L, Lubotsky DM, Müller B, Davitashvili T, Capek M, Reinke A, Reid C, Yu T, Vardazaryan A, Nwoye CI, Padoy N, Liu X, Lee EJ, Disch C, Meine H, Xia T, Jia F, Kondo S, Reiter W, Jin Y, Long Y, Jiang M, Dou Q, Heng PA, Twick I, Kirtac K, Hosgor E, Bolmgren JL, Stenzel M, von Siemens B, Zhao L, Ge Z, Sun H, Xie D, Guo M, Liu D, Kenngott HG, Nickel F, Frankenberg MV, Mathis-Ullrich F, Kopp-Schneider A, Maier-Hein L, Speidel S, Bodenstedt S. Wagner M, et al. Among authors: mundermann l. Med Image Anal. 2023 May;86:102770. doi: 10.1016/j.media.2023.102770. Epub 2023 Feb 21. Med Image Anal. 2023. PMID: 36889206 Free article.
Active learning for extracting surgomic features in robot-assisted minimally invasive esophagectomy: a prospective annotation study.
Brandenburg JM, Jenke AC, Stern A, Daum MTJ, Schulze A, Younis R, Petrynowski P, Davitashvili T, Vanat V, Bhasker N, Schneider S, Mündermann L, Reinke A, Kolbinger FR, Jörns V, Fritz-Kebede F, Dugas M, Maier-Hein L, Klotz R, Distler M, Weitz J, Müller-Stich BP, Speidel S, Bodenstedt S, Wagner M. Brandenburg JM, et al. Among authors: mundermann l. Surg Endosc. 2023 Nov;37(11):8577-8593. doi: 10.1007/s00464-023-10447-6. Epub 2023 Oct 14. Surg Endosc. 2023. PMID: 37833509 Free PMC article.
Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data.
Wagner M, Brandenburg JM, Bodenstedt S, Schulze A, Jenke AC, Stern A, Daum MTJ, Mündermann L, Kolbinger FR, Bhasker N, Schneider G, Krause-Jüttler G, Alwanni H, Fritz-Kebede F, Burgert O, Wilhelm D, Fallert J, Nickel F, Maier-Hein L, Dugas M, Distler M, Weitz J, Müller-Stich BP, Speidel S. Wagner M, et al. Among authors: mundermann l. Surg Endosc. 2022 Nov;36(11):8568-8591. doi: 10.1007/s00464-022-09611-1. Epub 2022 Sep 28. Surg Endosc. 2022. PMID: 36171451 Free PMC article.
A Platform and Multisided Market for Translational, Software-Defined Medical Procedures in the Operating Room (OP 4.1): Proof-of-Concept Study.
Görtz M, Byczkowski M, Rath M, Schütz V, Reimold P, Gasch C, Simpfendörfer T, März K, Seitel A, Nolden M, Ross T, Mindroc-Filimon D, Michael D, Metzger J, Onogur S, Speidel S, Mündermann L, Fallert J, Müller M, von Knebel Doeberitz M, Teber D, Seitz P, Maier-Hein L, Duensing S, Hohenfellner M. Görtz M, et al. Among authors: mundermann l. JMIR Med Inform. 2022 Jan 20;10(1):e27743. doi: 10.2196/27743. JMIR Med Inform. 2022. PMID: 35049510 Free PMC article.
Surgical data science - from concepts toward clinical translation.
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. Maier-Hein L, et al. Among authors: mundermann l. Med Image Anal. 2022 Feb;76:102306. doi: 10.1016/j.media.2021.102306. Epub 2021 Nov 18. Med Image Anal. 2022. PMID: 34879287 Free PMC article. Review.
Heidelberg colorectal data set for surgical data science in the sensor operating room.
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. Maier-Hein L, et al. Among authors: mundermann l. Sci Data. 2021 Apr 12;8(1):101. doi: 10.1038/s41597-021-00882-2. Sci Data. 2021. PMID: 33846356 Free PMC article.
A novel endoimaging system for endoscopic 3D reconstruction in bladder cancer patients.
Suarez-Ibarrola R, Kriegmair M, Waldbillig F, Grüne B, Negassi M, Parupalli U, Schmitt A, Reiterer A, Müller C, Scheurer A, Baur S, Klein K, Fallert JA, Mündermann L, Yoganathan J, Probst M, Ihle P, Bobic N, Schumm T, Rehn H, Betke A, Graurock M, Forrer M, Gratzke C, Miernik A, Hein S. Suarez-Ibarrola R, et al. Among authors: mundermann l. Minim Invasive Ther Allied Technol. 2022 Jan;31(1):34-41. doi: 10.1080/13645706.2020.1761833. Epub 2020 Jun 3. Minim Invasive Ther Allied Technol. 2022. PMID: 32491933
Prediction of laparoscopic procedure duration using unlabeled, multimodal sensor data.
Bodenstedt S, Wagner M, Mündermann L, Kenngott H, Müller-Stich B, Breucha M, Mees ST, Weitz J, Speidel S. Bodenstedt S, et al. Among authors: mundermann l. Int J Comput Assist Radiol Surg. 2019 Jun;14(6):1089-1095. doi: 10.1007/s11548-019-01966-6. Epub 2019 Apr 9. Int J Comput Assist Radiol Surg. 2019. PMID: 30968352
17 results