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References from Small language models in clinical medicine: a systematic review of performance, safety, and deployment feasibility. Local targets link to admitted publications; unresolved targets remain external evidence.
Large language models in medicine: a review of current clinical trials across healthcare applications
10.1371/journal.pdig.0000662 · 2024 · External reference
10.1101/2025.08.22.25334232
10.1101/2025.08.22.25334232 · 2025 · External reference
Large language models in healthcare and medical applications: a review
10.3390/bioengineering12060631 · 2025 · External reference
The application of large language models in medicine: a scoping review
10.1016/j.isci.2024.109713 · 2024 · External reference
10.48550/arxiv.2601.10004
10.48550/arxiv.2601.10004 · 2026 · External reference
10.64898/2026.02.24.26346972
10.64898/2026.02.24.26346972 · 2026 · External reference
BioInstruct: instruction tuning of large language models for biomedical natural language processing
10.1093/jamia/ocae122 · 2024 · External reference
10.48550/arxiv.2501.05465
10.48550/arxiv.2501.05465 · 2025 · External reference
10.48550/arxiv.2501.02068
10.48550/arxiv.2501.02068 · 2025 · External reference
10.1016/j.cosrev.2026.100999
10.1016/j.cosrev.2026.100999 · 2026 · External reference
10.52202/068431-2198
10.52202/068431-2198 · External reference
Unresolved reference
External reference
Unresolved reference
2024 · External reference
The measurement of observer agreement for categorical data
10.2307/2529310 · 1977 · External reference
PROBAST+AI: an updated quality, risk of bias, and applicability assessment tool for prediction models using regression or artificial intelligence methods
10.1136/bmj-2024-082505 · 2025 · External reference
10.1145/3600006.3613165
10.1145/3600006.3613165 · 2023 · External reference
A comparative study of pretrained language models for long clinical text
10.1093/jamia/ocac225 · 2023 · External reference
Health system-scale language models are all-purpose prediction engines
10.1038/s41586-023-06160-y · 2023 · External reference
MedMobile: a mobile-sized language model with clinical capabilities
10.1136/bmjdhai-2025-000068 · 2025 · External reference
10.48550/arxiv.2601.22197
10.48550/arxiv.2601.22197 · 2026 · External reference
Open-source small language models for personal medical assistant chatbots
10.1016/j.ibmed.2024.100197 · 2025 · External reference
PharmaLLM: a medicine prescriber chatbot exploiting open-source large language models
10.1007/s44230-024-00085-z · 2024 · External reference
10.1101/2025.07.01.25330679
10.1101/2025.07.01.25330679 · 2025 · External reference
RAG-enhanced open SLMs for hypertension management chatbots
10.1007/s10916-025-02297-7 · 2025 · External reference
10.48550/arxiv.2602.21374
10.48550/arxiv.2602.21374 · 2026 · External reference
10.63317/2c6cyoc8xohu
10.63317/2c6cyoc8xohu · 2026 · External reference
10.48550/arxiv.2412.16423,
10.48550/arxiv.2412.16423, · 2024 · External reference
10.48550/arxiv.2404.14219,
10.48550/arxiv.2404.14219, · 2024 · External reference
10.48550/arxiv.2503.19786,
10.48550/arxiv.2503.19786, · 2025 · External reference
10.48550/arxiv.2401.02385,
10.48550/arxiv.2401.02385, · 2024 · External reference
LLM-assisted scoping review of artificial intelligence in Brazilian public health: lessons from transfer and federated learning for resource-constrained settings
10.3390/ijerph23010081 · 2026 · External reference
Large language models and global health equity: a roadmap for equitable adoption in LMICs
10.1016/j.lanwpc.2025.101707 · 2025 · External reference
Multi-model assurance analysis showing large language models are highly vulnerable to adversarial hallucination attacks during clinical decision support
10.1038/s43856-025-01021-3 · 2025 · External reference
10.48550/arxiv.2506.02153,
10.48550/arxiv.2506.02153, · 2025 · External reference
When agentic LLMs trust poisoned tools: vulnerability of clinical LLMs to adversarial guidelines
10.21203/rs.3.rs-8872967/v1 · 2026 · External reference
