Comparative assessment of large language models in diabetic foot infection management: alignment with IWGDF/IDSA guidelines

All models perform comparably in terms of accuracy and in avoiding over-conclusions. Grok-3 outperformed the other models in the dimensions of complementarity and completeness. DeepSeek-R1 generated the most complex text. These findings validate the feasibility of AI in the standardized management of DFI, but the models still need to be further verified through clinical trials to determine their value in the real-world decision-making process.

Authors

Institutions

Publication Details

Journal
Frontiers in Endocrinology
Published
2026-02-24
DOI
https://doi.org/10.3389/fendo.2026.1667159
Primary Topic
Diabetic Foot Ulcer Assessment and Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparative assessment of large language models in diabetic foot infection management: alignment with IWGDF/IDSA guidelines

Mingna Fan, Haifang Zhou, Hongxia Wu, Liyang Chang et al.
Frontiers in Endocrinology
Diabetic Foot Ulcer Assessment and Management
article

Comparative assessment of large language models in diabetic foot infection management: alignment with IWGDF/IDSA guidelines

Mingna Fan, Haifang Zhou, Hongxia Wu, Liyang Chang, Lumeng Lu, Chuanbo Liu, Danni Yu, Kai Wang, Hanbin Wang, Li Xu, Xu Qiu, Y. Wang, Jiayi Deng, Zhaohuan Chen
article en

Abstract

All models perform comparably in terms of accuracy and in avoiding over-conclusions. Grok-3 outperformed the other models in the dimensions of complementarity and completeness. DeepSeek-R1 generated the most complex text. These findings validate the feasibility of AI in the standardized management of DFI, but the models still need to be further verified through clinical trials to determine their value in the real-world decision-making process.

Frontiers in EndocrinologyVol. 17
Zhejiang Chinese Medical University (CN), Westlake University (CN), Affiliated Hangzhou First People's Hospital, Westlake University, School of Medicine (CN)
Quality Education
Openalex Percentile: Top 47%
Diabetic Foot Ulcer Assessment and Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.