ABOUT LUMINA
AI-Powered Systematic Review Screening
WHAT IS LUMINA?
Lumina is an intelligent screening tool designed to accelerate the systematic review process. It uses cutting-edge AI techniques to help researchers identify relevant papers faster, reducing screening time by up to 90% while maintaining high accuracy.
Whether you're conducting a literature review, systematic review, or meta-analysis, Lumina helps you focus on what matters most—the papers that are actually relevant to your research.
HOW IT WORKS
Create a Project
Define your research question and inclusion/exclusion criteria. The more detailed your criteria, the better the AI can assist you.
Upload Your Papers
Import your search results from PubMed, Scopus, Web of Science, or any database. We support RIS and CSV formats.
AI Ranks Your Papers
Lumina generates semantic embeddings using SPECTER and ranks papers by relevance to your criteria. The most likely relevant papers appear first.
Screen with AI Assistance
Make include/exclude decisions quickly. The system learns from your choices and continuously re-ranks remaining papers (Active Learning).
Export Results
Export your screened papers to CSV, RIS, or Excel format for use in your review.
ACTIVE LEARNING
The system learns from every decision you make. After each screening choice, a machine learning model retrains and re-ranks remaining papers to surface relevant ones faster.
SEMANTIC SEARCH
SPECTER embeddings understand the meaning of scientific text, not just keywords. Papers are ranked by semantic similarity to your inclusion criteria.
PIXEL-BOT
Get a second opinion from AI when you're unsure about a paper. Pixel-Bot provides reasoning based on your criteria to help you decide.