Read-first score 41, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Citation impact 18%
89.4 Uses OpenAlex-shaped citation metadata as a bibliometric attention signal, separate from paper quality. citation_normalized_percentile=0.89350513
Reproducibility 18%
73 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=True; dataset=False; markers=github
Recency 6%
56.5 Uses a gentle age decay so recent papers surface without erasing older foundations. 2022
Citation velocity 12%
30.4 Citation velocity estimates citations per publication-year to reduce old-paper bias. velocity=3.40
Topical relevance 29%
11.8 Matches configured research keywords against title, abstract, tags, and analysis text. matched=2
Graph prestige 18%
10.9 PageRank-style prestige over the local citation graph built from available OpenAlex references. local_pagerank=0.0031
Field roles
FoundationReproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 447.