Evaluating the diagnostic accuracy of vision language models for neuroradiological image interpretation.

Mike P. Wattjes

Aymen Meddeb Ida Rangus Paolo Pagano Insaf Dkhil Soumaya Jelassi Keno K. Bressem Michael Scheel Mike P. Wattjes Sonia Nagi Laurent Pierot Sebastien Soize Evaluating the diagnostic accuracy of vision language models for neuroradiological image interpretation. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-02047-6 db/journals/npjdm/npjdm8.html#MeddebRPDJBSWNPS25 streams/journals/npjdm

Alexandra de Sitter Martijn D. Steenwijk Aurélie Ruet Adriaan Versteeg Yaou Liu Ronald A. van Schijndel Petra J. W. Pouwels Iris D. Kilsdonk Keith S. Cover Bob W. van Dijk Stefan Ropele Maria Assunta Rocca Marios C. Yiannakas Mike P. Wattjes Soheil Damangir Giovanni B. Frisoni Jaume Sastre-Garriga Alex Rovira Christian Enzinger Massimo Filippi Jette L. Frederiksen Olga Ciccarelli Ludwig Kappos Frederik Barkhof Hugo Vrenken Performance of five research-domain automated WM lesion segmentation methods in a multi-center MS study. 106-114 2017 163 NeuroImage https://doi.org/10.1016/j.neuroimage.2017.09.011 https://www.wikidata.org/entity/Q40044928 db/journals/neuroimage/neuroimage163.html#SitterSRVLSPKCD17

Anisha Keshavan Friedemann Paul Mona K. Beyer Alyssa H. Zhu Nico Papinutto Russell T. Shinohara William Stern Michael Amann Rohit Bakshi Antje Bischof Alessandro Carriero Manuel Comabella Jason C. Crane Sandra D'Alfonso Philippe Demaerel Benedicte Dubois Massimo Filippi Vinzenz Fleischer Bertrand Fontaine Laura Gaetano An Goris Christiane Graetz Adriane Gröger Sergiu Groppa David A. Hafler Hanne F. Harbo Bernhard Hemmer Kesshi Jordan Ludwig Kappos Gina Kirkish Sara Llufriu Stefano Magon Filippo Martinelli-Boneschi Jacob L. McCauley Xavier Montalban Mark Mühlau Daniel Pelletier Pradip M. Pattany Margaret A. Pericak-Vance Isabelle Cournu-Rebeix Maria Assunta Rocca Alex Rovira Regina Schlaeger Albert Saiz Till Sprenger Alessandro Stecco Bernard M. J. Uitdehaag Pablo Villoslada Mike P. Wattjes Howard L. Weiner Jens Wuerfel Claus Zimmer Frauke Zipp Stephen L. Hauser Jorge R. Oksenberg Roland G. Henry Power estimation for non-standardized multisite studies. 281-294 2016 134 NeuroImage https://doi.org/10.1016/j.neuroimage.2016.03.051 https://www.wikidata.org/entity/Q35978198 db/journals/neuroimage/neuroimage134.html#KeshavanPBZPSSA16

Michael Amann Rohit Bakshi Frederik Barkhof Mona K. Beyer Antje Bischof Keno K. Bressem Alessandro Carriero Olga Ciccarelli Manuel Comabella Isabelle Cournu-Rebeix Keith S. Cover Jason C. Crane Sandra D'Alfonso Soheil Damangir Philippe Demaerel Bob W. van Dijk Insaf Dkhil Benedicte Dubois Christian Enzinger Massimo Filippi Vinzenz Fleischer Bertrand Fontaine Jette L. Frederiksen Giovanni B. Frisoni Laura Gaetano An Goris Christiane Graetz Adriane Gröger Sergiu Groppa David A. Hafler Hanne F. Harbo Stephen L. Hauser Bernhard Hemmer Roland G. Henry Soumaya Jelassi Kesshi Jordan Ludwig Kappos Anisha Keshavan Iris D. Kilsdonk Gina Kirkish Yaou Liu Sara Llufriu Stefano Magon Filippo Martinelli-Boneschi Jacob L. McCauley Aymen Meddeb Xavier Montalban Mark Mühlau Sonia Nagi Jorge R. Oksenberg Paolo Pagano Nico Papinutto Pradip M. Pattany Friedemann Paul Daniel Pelletier Margaret A. Pericak-Vance Laurent Pierot Petra J. W. Pouwels Ida Rangus Maria Assunta Rocca Stefan Ropele Alex Rovira Aurélie Ruet Albert Saiz Jaume Sastre-Garriga Michael Scheel Ronald A. van Schijndel Regina Schlaeger Russell T. Shinohara Alexandra de Sitter Sebastien Soize Till Sprenger Alessandro Stecco Martijn D. Steenwijk William Stern Bernard M. J. Uitdehaag Adriaan Versteeg Pablo Villoslada Hugo Vrenken Howard L. Weiner Jens Wuerfel Marios C. Yiannakas Alyssa H. Zhu Claus Zimmer Frauke Zipp