{"adoption": {"forks": 177, "observed_at": "2026-08-28T04:06:08.414020+00:00", "stars": 2041}, "canonical_url": "https://ross.abutalabs.com/products/medllmspracticalguide", "card": {"archived": false, "artifact_type": "learning-resource", "description": " [Nature Reviews Bioengineering🔥] Application of Large Language Models in Medicine.  A curated list of practical guide resources of Medical LLMs (Medical LLMs Tree, Tables, and Papers)", "domain": ["large-language-models", "healthcare", "artificial-intelligence", "awesome-lists", "tutorials"], "enriched": true, "function": ["documentation", "developer-tools"], "health_score": 75, "homepage": "https://arxiv.org/abs/2311.05112", "language": null, "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["AI-in-Health/MedLLMsPracticalGuide"], "name": "AI-in-Health/MedLLMsPracticalGuide", "platform": ["cross-platform"], "pushed_at": "2026-07-10T16:26:08+00:00", "repo": "AI-in-Health/MedLLMsPracticalGuide", "stars": 2041, "tags": ["awesome-list", "medical-llms", "survey-paper", "curated-resources", "clinical-ai", "ai-in-medicine"], "topics": ["ai-in-medicine", "clinical-ai", "large-language-models", "survey", "medical-large-language-models"], "urls": [], "use_cases": ["find papers on medical large language models", "learn how LLMs are applied in healthcare", "survey medical LLM architectures and training data", "compare LLM performance on clinical tasks", "research resources for building a medical chatbot", "keep up with new medical AI research"], "what_it_is": "A curated, actively updated list of resources for Medical Large Language Models, accompanying a survey paper published in Nature Reviews Bioengineering. It organizes papers, tables, and a taxonomy tree covering the development, deployment, and challenges of LLMs in medicine.", "when_to_avoid": ["you need runnable software or code for medical LLMs", "you want a production clinical AI system rather than references", "you need non-LLM medical imaging or diagnostics tools"], "when_to_choose": ["you need a curated starting point for medical LLM research", "you want a structured taxonomy of medical LLM papers and models", "you are writing a survey or literature review on AI in medicine"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/medllmspracticalguide", "repo": "AI-in-Health/MedLLMsPracticalGuide", "role": "main", "score": 68}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:08.414020+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:58:19.211757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "64b51f6b876c651af4a607f1f830c8bc324297b27a006286f358c55a7d02e427", "fetched_at": "2026-08-28T04:06:08.414020+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI-in-Health/MedLLMsPracticalGuide"}, {"content_hash": "946b360319e3a3b53c54c2fe243c08561dc7c1b22f3c780410981ef9ea500338", "fetched_at": "2026-08-29T10:38:46.952720+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2311.05112"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T10:38:46.962131+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T10:38:46.965543+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T10:38:46.967315+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T10:38:46.964008+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 73, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1030, "days_push": 54, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 68, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}