Platform Workflow & Capabilities
How BioLayers AI actually works
A 4-step computational pipeline that takes published manuscripts and reconstructs interactive, evidence-grounded cancer mechanism maps.
Step 01 · Paper Ingestion & Search1 of 4
Upload Manuscripts or Query PubMed
PDF / DOCX Parsing & NCBI PubMed E-Utilities
Upload scientific papers directly in PDF or DOCX format, or search NCBI PubMed by keyword and PMID. The platform extracts full text and citation metadata ready for analysis.
Upload research papers in PDF or DOCX format
Direct NCBI PubMed E-Utilities integration by PMID
Automatic author, journal, and abstract extraction
Manuscript Ingestion EngineNCBI E-Utilities · Server-Side Parsing
Supported Formats:PDF, DOCX, PubMed PMID
PubMed Integration:Live NCBI E-Utilities API
Parsing Strategy:Local worker token extraction
PubMed PMID Query Example:
PMID: 38291045 — 'Mechanisms of EGFR-mediated signaling in lung carcinoma.'
Verified in BioLayers CodebaseLive Architecture
BioLayers AI — 4-Step Verified Workflow