# Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/comparative-validation-of-machine-learning-algorithms-for-surgical-workflow-and/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Martin Wagner,Beat P. Müller‐Stich,Anna Kisilenko,Duc Tran,Patrick Heger,Lars Mündermann,David M Lubotsky,Benjamin Müller,Tornike Davitashvili,Manuela Capek,Annika Reinke,Carissa Reid,Tong Yu,Armine Vardazaryan,Chinedu Innocent Nwoye,Nicolas Padoy,Xinyang Liu,Eung-Joo Lee,Constantin Disch,Hans Meine,Tong Xia,Fucang Jia,Satoshi Kondo,Wolfgang Reiter,Yueming Jin,Yonghao Long,Meirui Jiang,Qi Dou,Pheng‐Ann Heng,Isabell Twick,Kadir Kirtac,Enes Hosgor,Jon Lindström Bolmgren,Michael Stenzel,Björn von Siemens,L. Zhao,Zhenxiao Ge,Haiming Sun,Di Xie,Mengqi Guo,Daochang Liu,Hannes Kenngott,Felix Nickel,Moritz von Frankenberg,Franziska Mathis-Ullrich,Annette Kopp‐Schneider,Lena Maier‐Hein,Stefanie Speidel,Sebastian Bodenstedt |
| Citations | 100 |
| DOI | 10.1016/j.media.2023.102770 |
| Fields | Engineering,Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://ars.els-cdn.com/content/image/1-s2.0-S1361841523000312-ga1_lrg.jpg |
| OpenAlex ID | https://openalex.org/W3203457317 |
| PMID | 36889206 |
| Type | article |
| Year | 2023 |

## Paper authors

- [Anna Kisilenko](https://scholariq.org/researchers/anna-kisilenko/)
- [Tornike Davitashvili](https://scholariq.org/researchers/tornike-davitashvili/)
- [Franziska Mathis-Ullrich](https://scholariq.org/researchers/franziska-mathis-ullrich/)
- [Sebastian Bodenstedt](https://scholariq.org/researchers/sebastian-bodenstedt/)

## Paper primary topic

- [Surgical Simulation and Training](https://scholariq.org/topics/surgical-simulation-and-training/)

## Paper topics

- [Surgical Simulation and Training](https://scholariq.org/topics/surgical-simulation-and-training/)
- [Soft Robotics and Applications](https://scholariq.org/topics/soft-robotics-and-applications/)
- [Minimally Invasive Surgical Techniques](https://scholariq.org/topics/minimally-invasive-surgical-techniques/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.