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

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