About LLM-DOCS

What are LLM-DOCS?

LLM-DOCS (Large Language Model Doctor Oriented Clinical Summaries) are AI-powered POEMs—Patient-Oriented Evidence that Matters. These concise clinical summaries are specifically designed for primary care physicians who need quick access to evidence-based medicine.

Each LLM-DOC provides a complete evidence review in approximately 250 words, including:

One-line Clinical Bottom Line: The key takeaway (e.g., "In adults ≥65 with type 2 diabetes, GLP-1 receptor agonists reduce major cardiovascular events")
Structured Evidence Review: Background, Patients, Intervention, Control, Outcome, Study Design, Results, and Limitations
Clinical Applicability: Practical guidance on "Should I adopt this intervention?" with considerations for cost, feasibility, and implementation
Level of Evidence: Clear indication of study quality and reliability

Our Methodology

LLM-DOCS are generated using advanced language models trained on peer-reviewed medical literature. Our process combines:

Automated extraction of key clinical findings from top-tier medical journals
Structured formatting based on POEM principles
Focus on patient-oriented outcomes rather than disease-oriented outcomes
Expert review to ensure clinical accuracy and relevance

We prioritize evidence that changes clinical practice—studies showing morbidity, mortality, or quality of life improvements, rather than surrogate endpoints like lab values or imaging findings.

Research Paper

Our methodology is detailed in our forthcoming research paper: "Large Language Model Doctor Oriented Clinical Summaries (LLM-DOCS)". This paper describes our approach to AI-generated clinical summaries and validates their accuracy and utility for practicing physicians.

Who We Serve

LLM-DOCS is designed for:

Primary Care Physicians: Stay current with evidence-based medicine without spending hours reading full papers
Residency Programs: Provide residents with daily exposure to high-quality evidence
Medical Educators: Use summaries as teaching tools for evidence-based practice
Busy Clinicians: Anyone who needs quick, reliable clinical updates

Our Mission

We believe that staying current with medical literature shouldn't require hours of reading. LLM-DOCS delivers the essential insights you need in under 2 minutes, helping you provide better patient care based on the latest evidence.

Our Team

LLM-DOCS is developed by a team of physicians, data scientists, and medical educators committed to improving evidence-based practice. Our team includes:

Contact Us

Have questions, feedback, or suggestions? We'd love to hear from you. Subscribe to LLM-DOCS or reach out to our team.