Mapping the Evidence Landscape
Multi-Omics Integration and AI/ML in Lung Cancer
66,879 unique papers | 12 themes | 213 queries | 155 verified citations
Vignesh Ravichandran | Digital Health Institute, Rutgers University
What This Report Contains
Part I -- The Search: How we processed 78,775 raw hits into 66,879 deduplicated, scored papers.
Part II -- The Landscape: Twelve book-chapter-length narratives with detailed analysis, inline PMID-linked citations, and NotebookLM-generated infographics.
Part III -- The Gaps: The review's strongest original contributions -- sex-stratified multi-omics analyses are absent, no multi-omics study targets never-smokers, 76 retractions signal a reproducibility crisis.
Part IV -- The Library: Access the 66,671-paper master reference library and search pipeline.
| Metric | Value |
|---|---|
| Unique papers | 66,879 |
| Must-cite (Tier A) | 49 |
| Supporting (Tier B) | 2,861 |
| Bridge papers (3+ themes) | 1,928 |
| Retracted (excluded) | 208 |
| PMIDs verified | 155 / 155 |