Research graph
References from The economics of accuracy for medical reasoning with large language models. Local targets link to admitted publications; unresolved targets remain external evidence.
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Implementing large language models in healthcare while balancing control, collaboration, costs and security
10.1038/s41746-025-01476-7 · 2025 · External reference
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10.52202/068431-2176
10.52202/068431-2176 · External reference
Large language models encode clinical knowledge
10.1038/s41586-023-06291-2 · 2023 · External reference
Retrieval augmented generation for 10 large language models and its generalizability in assessing medical fitness
10.1038/s41746-025-01519-z · 2025 · External reference
RAG in health care: a novel framework for improving communication and decision-making by addressing LLM limitations
2025 · External reference
MKRAG: medical knowledge retrieval augmented generation for medical question answering
2025 · External reference
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CRP-RAG: a retrieval-augmented generation framework for supporting complex logical reasoning and knowledge planning
10.3390/electronics14010047 · 2024 · External reference
Improving large language model applications in biomedicine with retrieval-augmented generation: a systematic review, meta-analysis, and clinical development guidelines
10.1093/jamia/ocaf008 · 2025 · External reference
Lora: Low-rank adaptation of large language models
2022 · External reference
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Large language models in medicine
10.1038/s41591-023-02448-8 · 2023 · External reference
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10.18653/v1/2025.emnlp-main.1025
10.18653/v1/2025.emnlp-main.1025 · External reference
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10.18653/v1/2020.emnlp-demos.6
10.18653/v1/2020.emnlp-demos.6 · External reference
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10.18653/v1/2024.findings-acl.372
10.18653/v1/2024.findings-acl.372 · External reference
10.18653/v1/d19-1259
10.18653/v1/d19-1259 · External reference
GPT versus resident physicians — a benchmark based on official board scores
10.1056/aidbp2300192 · 2024 · External reference
10.52202/068431-1800
10.52202/068431-1800 · External reference
10.52202/068431-1613
10.52202/068431-1613 · External reference
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Large language model uncertainty proxies: discrimination and calibration for medical diagnosis and treatment
10.1093/jamia/ocae254 · 2025 · External reference
10.1109/iccai66501.2025.00085
10.1109/iccai66501.2025.00085 · External reference
10.52202/075280-0517
10.52202/075280-0517 · External reference
10.52202/075280-2019
10.52202/075280-2019 · External reference
10.52202/075280-0377
10.52202/075280-0377 · External reference
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10.18653/v1/2024.emnlp-main.992
10.18653/v1/2024.emnlp-main.992 · External reference
Improving retrieval-augmented generation in medicine with iterative follow-up questions
2025 · External reference
10.18653/v1/2025.findings-acl.751
10.18653/v1/2025.findings-acl.751 · External reference
Large language models encode clinical knowledge
10.1038/s41586-023-06291-2 · ExternalCitation · doi-reference
Large language models in medicine
10.1038/s41591-023-02448-8 · ExternalCitation · doi-reference
Implementing large language models in healthcare while balancing control, collaboration, costs and security
10.1038/s41746-025-01476-7 · ExternalCitation · doi-reference
Retrieval augmented generation for 10 large language models and its generalizability in assessing medical fitness
10.1038/s41746-025-01519-z · ExternalCitation · doi-reference
GPT versus resident physicians — a benchmark based on official board scores
10.1056/aidbp2300192 · ExternalCitation · doi-reference
Large language model uncertainty proxies: discrimination and calibration for medical diagnosis and treatment
10.1093/jamia/ocae254 · ExternalCitation · doi-reference
Improving large language model applications in biomedicine with retrieval-augmented generation: a systematic review, meta-analysis, and clinical development guidelines
10.1093/jamia/ocaf008 · ExternalCitation · doi-reference
10.1109/iccai66501.2025.00085
10.1109/iccai66501.2025.00085 · ExternalCitation · doi-reference
10.18653/v1/2020.emnlp-demos.6
10.18653/v1/2020.emnlp-demos.6 · ExternalCitation · doi-reference
10.18653/v1/2024.emnlp-main.992
10.18653/v1/2024.emnlp-main.992 · ExternalCitation · doi-reference
10.18653/v1/2024.findings-acl.372
10.18653/v1/2024.findings-acl.372 · ExternalCitation · doi-reference
10.18653/v1/2025.emnlp-main.1025
10.18653/v1/2025.emnlp-main.1025 · ExternalCitation · doi-reference
10.18653/v1/2025.findings-acl.751
10.18653/v1/2025.findings-acl.751 · ExternalCitation · doi-reference
10.18653/v1/d19-1259
10.18653/v1/d19-1259 · ExternalCitation · doi-reference
CRP-RAG: a retrieval-augmented generation framework for supporting complex logical reasoning and knowledge planning
10.3390/electronics14010047 · ExternalCitation · doi-reference
10.52202/068431-1613
10.52202/068431-1613 · ExternalCitation · doi-reference
10.52202/068431-1800
10.52202/068431-1800 · ExternalCitation · doi-reference
10.52202/068431-2176
10.52202/068431-2176 · ExternalCitation · doi-reference
10.52202/075280-0377
10.52202/075280-0377 · ExternalCitation · doi-reference
10.52202/075280-0517
10.52202/075280-0517 · ExternalCitation · doi-reference
10.52202/075280-2019
10.52202/075280-2019 · ExternalCitation · doi-reference
