Read-first score 36.3, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
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 impact 18%
43.2 Uses OpenAlex-shaped citation metadata as a bibliometric attention signal, separate from paper quality. cited_by_count=18
Citation velocity 12%
31.3 Citation velocity estimates citations per publication-year to reduce old-paper bias. velocity=3.60
Topical relevance 29%
23.5 Matches configured research keywords against title, abstract, tags, and analysis text. matched=4
Graph prestige 18%
10.9 PageRank-style prestige over the local citation graph built from available OpenAlex references. local_pagerank=0.0031
Field roles
Reproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 259.