Read-first score 47.6, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Reproducibility 33%
88 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=True; dataset=True; markers=github
Recency 11%
86.7 Uses a gentle age decay so recent papers surface without erasing older foundations. 2025
Topical relevance 56%
15.6 Matches configured research keywords against title, abstract, tags, and analysis text. matched=4
Field roles
FrontierReproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 77.