12,637 papers · updated 18 Sept 2026livingmeta.ai
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Research domain

Data Analysis

The Data Analysis domain comprises 1,189 papers in this corpus published between 1998 and 2026. Work here is dominated by Empirical Study, Benchmarking, Design Science.

Methodology profile

  • Empirical Study271 (23%)
  • Benchmarking228 (19%)
  • Design Science212 (18%)
  • Experimental159 (13%)
  • Literature Review129 (11%)
  • Conceptual66 (6%)

Themes covered

  • Evaluation & Benchmarks467 (39%)
  • AI-Assisted Discovery169 (14%)
  • RAG for Research125 (11%)
  • Hallucination Control65 (5%)
  • Qualitative Coding with AI48 (4%)
  • Productivity Effects12 (1%)

Frequent sub-topics

machine learning for mass cytometry data analysis in chronic lymphocytic leukaemia · 1data preparation pipeline with semantic enrichment for data quality and bias mitigation · 1information extraction from epidemiological data using generative AI · 1wisdom of crowds approach with LLM agents for fraud detection · 1abductive reasoning evaluation in LLMs · 1large language models in electronic health records systems · 1Explainable machine learning for predictive modeling · 1LLM data augmentation in clinical informatics · 1

Representative papers

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