← Browse all papers
Research domain
Data Analysis
The Data Analysis domain comprises 1,170 papers in this corpus published between 1998 and 2026. Work here is dominated by Empirical Study, Benchmarking, Design Science.
Methodology profile
- Empirical Study269 (23%)
- Benchmarking227 (19%)
- Design Science212 (18%)
- Experimental158 (14%)
- Literature Review121 (10%)
- Conceptual61 (5%)
Themes covered
- Evaluation & Benchmarks461 (39%)
- AI-Assisted Discovery167 (14%)
- RAG for Research124 (11%)
- Hallucination Control64 (5%)
- Qualitative Coding with AI47 (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
- Using Large Language Models to Support Thematic Analysis in Empirical Legal StudiesJakub Drápal · 2023 · 16 citations
- Artificial Intelligence agents for biological research: a surveyCong Qi · 2026 · 3 citations
- An Evidence-Grounded Research Assistant for Functional Genomics and Drug Target AssessmentKsenia Sokolova · 2025 · 2 citations
- ChatGPT outperforms crowd workers for text-annotation tasksFabrizio Gilardi · 2023 · 943 citations
- BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio‐Inspired MaterialsRachel K. Luu · 2023 · 107 citations
- Scientific Exploration and Explainable Artificial IntelligenceCarlos Zednik · 2022 · 72 citations
- Developing Theory Through Integrating Human and Machine Pattern RecognitionAron Lindberg · 2020 · 62 citations
- Open-source LLMs for text annotation: a practical guide for model setting and fine-tuningMeysam Alizadeh · 2024 · 56 citations