Fiona R. Kolbinger

@purdue.edu

Research Assistant Professor, Weldon School of Biomedical Engineering
Purdue University

Fiona R. Kolbinger

RESEARCH, TEACHING, or OTHER INTERESTS

Surgery, Computer Science Applications, Biomedical Engineering
52

Scopus Publications

2694

Scholar Citations

19

Scholar h-index

27

Scholar i10-index

Scopus Publications

RECENT SCHOLAR PUBLICATIONS

  • Artificial Intelligence–Based Analysis of Laparoscopic Imaging for Intraoperative Surgical Decision Support
    Z Zhang, P Mascagni, A Reinke, P De Backer, W Bogaert, M Mezzina, ...
    Annual Review of Biomedical Engineering 28 (1), 135-162 , 2026
    2026
    Citations: 1
  • Adaptive-CaRe: Adaptive Causal Regularization for Robust Outcome Prediction
    N Bhasker, FR Kolbinger, S Hu, G Kutyniok, S Speidel
    arXiv preprint arXiv:2602.06611 , 2026
    2026
  • Field strength-dependent performance variability in deep learning-based analysis of magnetic resonance imaging
    MI Qadir, D Schonlau, U Dydak, FR Kolbinger
    arXiv preprint arXiv:2512.22176 , 2025
    2025
  • Artificial intelligence for surgical scene understanding: a systematic review and reporting quality meta-analysis
    M Carstens, S Vasisht, Z Zhang, I Barbur, A Reinke, L Maier-Hein, ...
    npj Digital Medicine , 2025
    2025
    Citations: 9
  • 6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models
    L Mayer, P Kalinowski, C Ebersbach, M Knopp, T Rädsch, ...
    arXiv preprint arXiv:2512.04238 , 2025
    2025
    Citations: 2
  • Adaptive validation strategies for real-world clinical artificial intelligence
    FR Kolbinger, JN Kather
    Nature Computational Science, 1-7 , 2025
    2025
    Citations: 5
  • A Decade of C3 glomerulopathy-a nationwide cohort study
    RH Overwijk, F Kolbinger, M Eijgelsheim, O Dekkers, A Kronbichler, ...
    Kidney International Reports , 2025
    2025
  • Current validation practice undermines surgical AI development
    A Reinke, ZO Li, MD Tizabi, P André, M Knopp, MM Rother, IP Machado, ...
    arXiv preprint arXiv:2511.03769 , 2025
    2025
    Citations: 3
  • Translationale Herausforderungen und klinisches Potenzial von künstlicher Intelligenz in der minimal-invasiven Chirurgie
    M Carstens, M Pfeiffer, S Speidel, M Distler, J Weitz, FR Kolbinger
    Die Chirurgie 96 (11), 901-906 , 2025
    2025
    Citations: 1
  • Vision-language models for automated video analysis and documentation in laparoscopic surgery: a proof-of-concept study
    EH Stueker, FR Kolbinger, OL Saldanha, D Digomann, S Pistorius, ...
    International Journal of Surgery 111 (11), 7777-7786 , 2025
    2025
    Citations: 9
  • Federated Learning for Surgical Vision in Appendicitis Classification: Results of the FedSurg EndoVis 2024 Challenge
    M Kirchner, H Hoffmann, AC Jenke, OL Saldanha, K Pfeiffer, W Kanjo, ...
    arXiv preprint arXiv:2510.04772 , 2025
    2025
  • # 2442 Ten years of C3 glomerulopathy: a nationwide cohort study
    R Overwijk, F Kolbinger, M Eijgelsheim, O Dekkers, A Kronbichler, ...
    Nephrology Dialysis Transplantation 40 (Supplement_3), gfaf116. 1281 , 2025
    2025
  • Decentralized, privacy-preserving surgical video analysis with Swarm Learning
    OL Saldanha, K Pfeiffer, S Bodenstedt, M Kirchner, AC Jenke, C Barata, ...
    medRxiv, 2025.10. 02.25337106 , 2025
    2025
    Citations: 1
  • Mission balance: Generating under-represented class samples using video diffusion models
    DK Venkatesh, I Funke, M Pfeiffer, F Kolbinger, HM Schmeiser, M Distler, ...
    International Conference on Medical Image Computing and Computer-Assisted … , 2025
    2025
    Citations: 4
  • Histopathological evaluation of abdominal aortic aneurysms with deep learning
    FR Kolbinger, OSM El Nahhas, MC Nackenhorst, C Brostjan, W Eilenberg, ...
    Diagnostic Pathology 20 (1), 104 , 2025
    2025
    Citations: 2
  • Appendix300: A multi-institutional laparoscopic appendectomy video dataset for computational modeling tasks
    FR Kolbinger, M Kirchner, K Pfeiffer, S Bodenstedt, AC Jenke, J Barthel, ...
    medRxiv, 2025.09. 05.25335174 , 2025
    2025
    Citations: 2
  • Translational challenges and clinical potential of artificial intelligence in minimally invasive surgery
    M Carstens, M Pfeiffer, S Speidel, M Distler, J Weitz, FR Kolbinger
    Chirurgie (Heidelberg, Germany) , 2025
    2025
  • Postoperative complication management: How do large language models measure up to human expertise?
    SC Schwarzkopf, JP Bereuter, ME Geissler, J Weitz, M Distler, ...
    PLOS Digital Health 4 (8), e0000933 , 2025
    2025
  • Pancreatoduodenectomy versus total pancreatectomy and simultaneous intraportal islet autotransplantation for periampullary cancer at high-risk of postoperative pancreatic …
    S Hempel, FR Kolbinger, F Oehme, O Radulova-Mauersberger, J Schmid, ...
    Plos one 20 (7), e0327949 , 2025
    2025
  • PIVOTS: Aligning unseen Structures using Preoperative to Intraoperative Volume-To-Surface Registration for Liver Navigation
    P Liu, B Güttner, Y Su, C Li, J Xu, M Liu, Z Min, A Zhylka, J Smit, K Olthof, ...
    arXiv preprint arXiv:2507.20337 , 2025
    2025

MOST CITED SCHOLAR PUBLICATIONS

  • The future landscape of large language models in medicine
    J Clusmann, FR Kolbinger, HS Muti, ZI Carrero, JN Eckardt, NG Laleh, ...
    Communications medicine 3 (1), 141 , 2023
    2023
    Citations: 1272
  • Reporting guidelines in medical artificial intelligence: a systematic review and meta-analysis
    FR Kolbinger, GP Veldhuizen, J Zhu, D Truhn, JN Kather
    Communications Medicine 4 (1), 71 , 2024
    2024
    Citations: 143
  • Regression-based Deep-Learning predicts molecular biomarkers from pathology slides
    OSM El Nahhas, CML Loeffler, ZI Carrero, M van Treeck, FR Kolbinger, ...
    nature communications 15 (1), 1253 , 2024
    2024
    Citations: 132
  • Targeting histone deacetylase 8 as a therapeutic approach to cancer and neurodegenerative diseases
    A Chakrabarti, J Melesina, FR Kolbinger, I Oehme, J Senger, O Witt, ...
    Future medicinal chemistry 8 (13), 1609-1634 , 2016
    2016
    Citations: 115
  • The Dresden surgical anatomy dataset for abdominal organ segmentation in surgical data science
    M Carstens, FM Rinner, S Bodenstedt, AC Jenke, J Weitz, M Distler, ...
    Scientific Data 10 (1), 1-8 , 2023
    2023
    Citations: 109
  • Structure-based design and biological characterization of selective histone deacetylase 8 (HDAC8) inhibitors with anti-neuroblastoma activity
    T Heimburg, FR Kolbinger, P Zeyen, E Ghazy, D Herp, K Schmidtkunz, ...
    Journal of medicinal chemistry 60 (24), 10188-10204 , 2017
    2017
    Citations: 103
  • Dual role of HDAC10 in lysosomal exocytosis and DNA repair promotes neuroblastoma chemoresistance
    J Ridinger, E Koeneke, FR Kolbinger, K Koerholz, S Mahboobi, L Hellweg, ...
    Scientific reports 8 (1), 10039 , 2018
    2018
    Citations: 65
  • Artificial intelligence in colorectal cancer surgery: present and future perspectives
    G Quero, P Mascagni, FR Kolbinger, C Fiorillo, D De Sio, F Longo, ...
    Cancers 14 (15), 3803 , 2022
    2022
    Citations: 61
  • Anatomy segmentation in laparoscopic surgery: comparison of machine learning and human expertise–an experimental study
    FR Kolbinger, FM Rinner, AC Jenke, M Carstens, S Krell, S Leger, ...
    International Journal of Surgery 109 (10), 2962-2974 , 2023
    2023
    Citations: 58
  • Artificial Intelligence for context-aware surgical guidance in complex robot-assisted oncological procedures: An exploratory feasibility study
    FR Kolbinger, S Bodenstedt, M Carstens, S Leger, S Krell, FM Rinner, ...
    European Journal of Surgical Oncology, 106996 , 2023
    2023
    Citations: 57
  • The HDAC6/8/10 inhibitor TH34 induces DNA damage-mediated cell death in human high-grade neuroblastoma cell lines
    FR Kolbinger, E Koeneke, J Ridinger, T Heimburg, M Müller, T Bayer, ...
    Archives of toxicology 92 (8), 2649-2664 , 2018
    2018
    Citations: 51
  • Long-term temporally consistent unpaired video translation from simulated surgical 3d data
    D Rivoir, M Pfeiffer, R Docea, F Kolbinger, C Riediger, J Weitz, S Speidel
    Proceedings of the IEEE/CVF international conference on computer vision … , 2021
    2021
    Citations: 49
  • The use and future perspective of Artificial Intelligence—A survey among German surgeons
    M Pecqueux, C Riediger, M Distler, F Oehme, U Bork, FR Kolbinger, ...
    Frontiers in public health 10, 982335 , 2022
    2022
    Citations: 47
  • A kinome-wide RNAi screen identifies ALK as a target to sensitize neuroblastoma cells for HDAC8-inhibitor treatment
    J Shen, S Najafi, S Stäble, J Fabian, E Koeneke, FR Kolbinger, JK Wrobel, ...
    Cell Death & Differentiation 25 (12), 2053-2070 , 2018
    2018
    Citations: 43
  • Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning
    OL Saldanha, HS Muti, HI Grabsch, R Langer, B Dislich, M Kohlruss, ...
    Gastric cancer 26 (2), 264-274 , 2023
    2023
    Citations: 36
  • Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data
    M Wagner, JM Brandenburg, S Bodenstedt, A Schulze, AC Jenke, A Stern, ...
    Surgical endoscopy 36 (11), 8568-8591 , 2022
    2022
    Citations: 35
  • The importance of machine learning in autonomous actions for surgical decision making
    M Wagner, S Bodenstedt, M Daum, A Schulze, R Younis, J Brandenburg, ...
    Artificial Intelligence Surgery 2 (2), 64-79 , 2022
    2022
    Citations: 30
  • More is more? Total pancreatectomy for periampullary cancer as an alternative in patients with high-risk pancreatic anastomosis: a propensity score-matched analysis
    S Hempel, F Oehme, E Tahirukaj, FR Kolbinger, B Müssle, T Welsch, ...
    Annals of Surgical Oncology 28 (13), 8309-8317 , 2021
    2021
    Citations: 24
  • Why do people cycle (a lot)? A multivariate approach on mental health, personality traits and motivation as determinants for cycling ambition
    JS Kesenheimer, C Sagioglou, A Kronbichler, P Gauckler, FR Kolbinger
    Journal of Applied Sport Psychology 35 (6), 1005-1025 , 2023
    2023
    Citations: 19
  • Active learning for extracting surgomic features in robot-assisted minimally invasive esophagectomy: a prospective annotation study
    JM Brandenburg, AC Jenke, A Stern, MTJ Daum, A Schulze, R Younis, ...
    Surgical endoscopy 37 (11), 8577-8593 , 2023
    2023
    Citations: 19