Read-first score 22.3, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 11%
86.7 Uses a gentle age decay so recent papers surface without erasing older foundations. 2025
Reproducibility 33%
30 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=False; dataset=False; markers=none
Topical relevance 56%
4.8 Matches configured research keywords against title, abstract, tags, and analysis text. matched=1
Rank sensitivity
Stability: volatile; rank range: 6.