Read-first score 26.2, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 6%
86.7 Uses a gentle age decay so recent papers surface without erasing older foundations. 2025
Citation impact 18%
84.5 Uses OpenAlex-shaped citation metadata as a bibliometric attention signal, separate from paper quality. citation_normalized_percentile=0.84472696
Citation velocity 12%
14.2 Citation velocity estimates citations per publication-year to reduce old-paper bias. velocity=1.00
Topical relevance 29%
11.8 Matches configured research keywords against title, abstract, tags, and analysis text. matched=2
Graph prestige 18%
5.7 PageRank-style prestige over the local citation graph built from available OpenAlex references. local_pagerank=0.0016
Reproducibility 18%
0 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=False; code=False; dataset=False; markers=none
Field roles
FoundationFrontier
Rank sensitivity
Stability: volatile; rank range: 603.