Enter a query to search across reviewer critiques.
Results will show the top 5 most similar critiques.
Click or drag a PDF here
Upload a grant PDF and click Score to get
predicted NIH reviewer scores.
Compares AI-predicted scores against actual NIH panel scores for grants that have been batch-scored.
Run python3 batch_score.py 20 to score grants.
Click above to load validation comparison.
Grant text embeddings visualized in 3D space. Filter by product, phase, or score range.
Review Grant
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Upload a grant PDF to see how real NIH reviewers critiqued similar grants.
Critiques come from actual review panels, not AI.
Review Specific Aims
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Upload a Specific Aims page to get focused feedback on significance, innovation, and aims structure.
Critiques calibrated against real NIH reviewer patterns from similar grants.
54K clause-level critique embeddings. Search or filter to explore.
Each dot is a single evaluative clause split from reviewer critiques.