Read-first score 24.7, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 6%
100 Uses a gentle age decay so recent papers surface without erasing older foundations. 2026
Methodology quality 18%
40 Screens visible abstract and analysis fields for experiment, dataset, baseline, metric, and limitation evidence. markers=ablation,experiment
Reproducibility 18%
30 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=False; dataset=False; markers=none
Topical relevance 29%
22.1 Matches configured research keywords against title, abstract, tags, and analysis text. matched=5
Citation impact 18%
0 Uses OpenAlex-shaped citation metadata as a bibliometric attention signal, separate from paper quality. cited_by_count=0
Citation velocity 12%
0 Citation velocity estimates citations per publication-year to reduce old-paper bias. velocity=0.00
Rank sensitivity
Stability: volatile; rank range: 48.