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References from Knowledge-driven synthetic data generation framework for building large language models to classify rare disease subtype of spondyloarthritis. Local targets link to admitted publications; unresolved targets remain external evidence.
Consensus on diagnosis and treatment of axial spondyloarthritis (2019 version)
2019 · External reference
Current health resources required for the management of ankylosing spondylitis in developing areas of China
10.1097/cm9.0000000000002200 · 2023 · External reference
International Map of Axial Spondyloarthritis (IMAS): results from the perspective of 5557 patients from 27 countries around the globe
10.1136/rmdopen-2023-003504 · 2024 · External reference
Diagnostic delay in axial spondyloarthritis: a systematic review and meta-analysis
10.1093/rheumatology/keaa807 · 2021 · External reference
A generalist medical language model for disease diagnosis assistance
10.1038/s41591-024-03416-6 · 2025 · External reference
GPT-4 technical report
2024 · External reference
PaLM 2 technical report
2023 · External reference
Gemini: a family of highly capable multimodal models
2025 · External reference
Qwen technical report
2023 · External reference
GPT-4o system card
2024 · External reference
Entry point of machine learning in axial spondyloarthritis
10.1136/rmdopen-2023-003832 · 2024 · External reference
A deep learning model for the diagnosis of sacroiliitis according to Assessment of SpondyloArthritis international society classification criteria with magnetic resonance imaging
10.1016/j.diii.2023.03.008 · 2023 · External reference
Identification of a machine learning-based diagnostic model for axial spondyloarthritis in rheumatological routine care using a random forest approach
10.1136/rmdopen-2024-004702 · 2024 · External reference
Ankylosing spondylitis prediction using fuzzy K-nearest neighbor classifier assisted by modified JAYA optimizer
10.1016/j.compbiomed.2024.108440 · 2024 · External reference
Genetic signature to provide robust riskassessment of psoriatic arthritis development in psoriasis patients
10.1038/s41467-018-06672-6 · 2018 · External reference
Identification of key genes as diagnostic biomarkers for IBD using bioinformatics and machine learning
10.1186/s12967-025-06531-1 · 2025 · External reference
ROFED-LLM: robust federated learning for large language models in adversarial wireless environments
10.1109/tnse.2025.3590975 · 2026 · External reference
CVDLLM: automated cardiovascular disease diagnosis with large-language-model-assisted graph attentive feature interaction
10.1109/tai.2025.3527401 · 2025 · External reference
A systematic assessment of large language models’ knowledge of rare diseases: how much do large language models know about rare disease
2026 · External reference
Domain-adaptive semi-supervised learning for efficient rare pathological lesion detection with minimal annotation
10.1038/s41746-025-02160-6 · 2025 · External reference
Exome sequence analysis identifies rare coding variants associated with a machine learning-based marker for coronary artery disease
10.1038/s41588-024-01791-x · 2024 · External reference
Assessing and optimizing large language models on spondyloarthritis multi-choice question answering: protocol for enhancement and assessment
10.2196/57001 · 2024 · External reference
Unresolved reference
External reference
Biomedical text normalization through generative modeling
2026 · External reference
Evaluation and practical application of prompt-driven ChatGPTs for EMR generation
10.1038/s41746-025-01472-x · 2025 · External reference
Generative artificial intelligence in healthcare from the perspective of digital media: Applications, opportunities and challenges
10.1016/j.heliyon.2024.e32364 · 2024 · External reference
LLMs-guided parameters prediction of tight sandstone reservoirs
10.1016/j.petsci.2025.08.029 · 2025 · External reference
Publisher Correction: Large language models encode clinical knowledge
10.1038/s41586-023-06455-0 · 2023 · External reference
Clinical entity augmented retrieval for clinical information extraction
10.1038/s41746-024-01377-1 · 2025 · External reference
Can large language models provide secondary reliable opinion on treatment options for dermatological diseases
10.1093/jamia/ocae067 · 2024 · External reference
A unified framework of medical information annotation and extraction for Chinese clinical text
10.1016/j.artmed.2023.102573 · 2023 · External reference
Towards more generalizable and accurate sentence classification in medical abstracts with less data
10.1007/s41666-023-00141-6 · 2023 · External reference
Enhancing medical text classification with GAN-based data augmentation and multi-task learning in BERT
2025 · External reference
CHASHNIt for enhancing skin disease classification using GAN augmented hybrid model with LIME and SHAP based XAI heatmaps
10.1038/s41598-025-13647-3 · 2025 · External reference
LoRA: low-rank adaptation of large language models
2021 · External reference
Exploring the limits of transfer learning with a unified text-to-text transformer
2020 · External reference
Training language models to follow instructions with human feedback
2022 · External reference
BART: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension
2020 · External reference
Building an intelligent diabetes Q&A system with knowledge graphs and large language models
10.3389/fpubh.2025.1540946 · 2025 · External reference
