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Literature Experiment Extract

Extracts models, methods, and biomarkers from a paper into a structured summary.

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  • Lightgbm AnalysisTrains a LightGBM model on tabular data in R and reports metrics and top features.
  • Limitation And Risk WriterAcknowledges limitations in sample, design, measurement, and validation in a.
  • LitbaseFinds and reads papers, keeps structured notes, and synthesizes biomedical literature.
  • Literature Close ReadProduces a structured close-reading report from a paper's full text.
  • Literature Extensive ReadRapidly skim and summarize academic papers (default:PDF-to-Markdown full text with `##.
  • Literature FilteringScreens papers by year, journal, and rules into inclusion and exclusion lists.
  • Literature ManagementImports local papers into a tagged, searchable, deduplicated library.
  • Literature StatisticsGenerate statistics for publication-year and journal distributions from local references.