Read-first score 32, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Reproducibility 21%
73 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=True; dataset=False; markers=github
Recency 7%
56.5 Uses a gentle age decay so recent papers surface without erasing older foundations. 2022
Citation impact 21%
39.5 Uses OpenAlex-shaped citation metadata as a bibliometric attention signal, separate from paper quality. cited_by_count=14
Citation velocity 14%
27.2 Citation velocity estimates citations per publication-year to reduce old-paper bias. velocity=2.80
Topical relevance 36%
0 Matches configured research keywords against title, abstract, tags, and analysis text. matched=0
Field roles
Reproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 66.