Temporal Reproducibility of Fracture Interpretation in Forensic Radiography: A Multispecialty Comparison of Physicians and Vision Language Models Including Fracture Subtype Description
Halit Canberk Aydogan, Adem Köksal, Ali Aygün, Hacer Yaşar Teke, Feyza Nur Çatalbaş, İbrahim Çaltekin · 2026
Read Temporal Reproducibility of Fracture Interpretation in Forensic Radiography: A Multispecialty Comparison of Physicians and Vision Language Models Including Fracture Subtype Description by Halit Canberk Aydogan, Adem Köksal, Ali Aygün, Hacer Yaşar Teke, Feyza Nur Çatalbaş, İbrahim Çaltekin (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13517668.txt.
Description
Simple SummaryVision language models (VLMs) are attracting increasing interest for medical image interpretation, but their consistency over time has been evaluated only to a limited extent. In this study, we compared three vision language models with experienced physicians for radiographic fracture and fracture subtype interpretation and examined the reproducibility of their assessments after one month.
Catalog record
| CREATOR | Halit Canberk Aydogan, Adem Köksal, Ali Aygün, Hacer Yaşar Teke, Feyza Nur Çatalbaş, İbrahim Çaltekin |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 39 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |