Research graph
References from Detecting temporal clinical change in sequential chest radiography reports: a multi-model and multi-prompt evaluation of large language models. Local targets link to admitted publications; unresolved targets remain external evidence.
MIMIC-CXR, a de-identified publicly available database of chest radiographs with free-text reports
10.1038/s41597-019-0322-0 · 2019 · External reference
Large language models for health care text classification: systematic review
10.2196/79202 · 2026 · External reference
Large language models in healthcare and medical applications: a review
10.3390/bioengineering12060631 · 2025 · External reference
Comparing text-based clinical risk prediction in critical care: a note-specific hierarchical network and large language models
10.1109/jbhi.2025.3574254 · 2025 · External reference
Evaluation and analysis of large language models for clinical text augmentation and generation
10.1109/access.2024.3384496 · 2024 · External reference
Transformers and large language models in healthcare: a review
10.1016/j.artmed.2024.102900 · 2024 · External reference
A scoping review of large language model based approaches for information extraction from radiology reports
10.1038/s41746-024-01219-0 · 2024 · External reference
The impact of large language models on radiology: a guide for radiologists on the latest innovations in AI
10.1007/s11604-024-01552-0 · 2024 · External reference
10.1007/978-1-4419-6543-1
10.1007/978-1-4419-6543-1 · 2010 · External reference
Global insights and the impact of generative AI-ChatGPT on multidisciplinary: a systematic review and bibliometric analysis
10.1080/09540091.2024.2353630 · 2024 · External reference
Model development for bespoke large language models for digital triage assistance in mental health care
10.1016/j.artmed.2024.102988 · 2024 · External reference
OphGLM: an ophthalmology large language-and-vision assistant
10.1016/j.artmed.2024.103001 · 2024 · External reference
Performance of natural language processing model in extracting information from free-text radiology reports: a systematic review and meta-analysis
10.1007/s10278-025-01728-8 · 2026 · External reference
Performance of an open-source large language model in extracting information from free-text radiology reports
10.1148/ryai.230364 · 2024 · External reference
Large language models in summarizing radiology report impressions for lung cancer in Chinese: evaluation study
10.2196/65547 · 2025 · External reference
From radiology findings to artificial intelligence-powered impressions: a retrospective study on the comparative performance of recent large language models
10.1016/j.imed.2025.11.003 · 2026 · External reference
Radiology report generation via self-critical multisource knowledge reasoning with large language models
10.1049/sfw2/5529107 · 2026 · External reference
Chestxgen: dynamic memory-augmented vision-language transformer with context-aware gating for radiology report generation
10.2478/jaiscr-2026-0003 · 2026 · External reference
Leveraging large language models to enhance radiology report readability: a systematic review
10.1016/j.jacr.2025.09.004 · 2026 · External reference
Using large language models for temporal relation extraction from pediatric clinical reports
10.1093/jamiaopen/ooaf121 · 2025 · External reference
Unresolved reference
2025 · External reference
‘Lunguage: a benchmark for structured and sequential chest x-ray Interpretation
10.13026/pk42-4v91 · 2026 · External reference
‘Lunguage: a benchmark for structured and sequential chest x-ray Interpretation
10.48550/arxiv.2505.21190 · 2025 · External reference
MIMIC-CXR-JPG—chest radiographs with structured labels
10.13026/jsn5-t979 · 2024 · External reference
Unresolved reference
2025 · External reference
GPT-4.1 sets the standard in automated experiment design using novel python libraries
10.3390/fi17090412 · 2025 · External reference
Comparison of GPT-3.5, GPT-4, and human user performance on a practice ophthalmology written examination
10.1038/s41433-023-02564-2 · 2023 · External reference
“GPT-4.1 mini Model”, OpenAI
2025 · External reference
Unresolved reference
2024 · External reference
‘A comparative analysis of GPT-3.5, GPT-4 and GPT-4.o in heart Failure
10.32708/uutfd.1543370 · 2025 · External reference
From GPT-3.5 to GPT-4. o: a leap in AI's Medical exam performance
10.3390/info15090543 · 2024 · External reference
Unresolved reference
2026 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
