Read-first score 30.2, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 11%
100 Uses a gentle age decay so recent papers surface without erasing older foundations. 2026
Reproducibility 33%
38 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=False; dataset=False; markers=dataset
Topical relevance 56%
11.5 Matches configured research keywords against title, abstract, tags, and analysis text. matched=3
Rank sensitivity
Stability: volatile; rank range: 88.