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Research domain
Knowledge Synthesis
The Knowledge Synthesis domain comprises 889 papers in this corpus published between 1989 and 2026. Work here is dominated by Design Science, Literature Review, Benchmarking.
Methodology profile
- Design Science213 (24%)
- Literature Review144 (16%)
- Benchmarking134 (15%)
- Empirical Study99 (11%)
- Conceptual57 (6%)
- Experimental57 (6%)
Themes covered
- RAG for Research325 (37%)
- AI-Assisted Discovery111 (12%)
- Meta-Analysis Automation93 (10%)
- Systematic Review Automation82 (9%)
- Evaluation & Benchmarks71 (8%)
- Hallucination Control23 (3%)
Frequent sub-topics
evidence synthesis methods for child health using network meta-analysis and individual participant data · 1trust and distrust mechanisms in educational generative AI · 1knowledge graph-augmented RAG for psychology interventions · 1large language models, epistemic accountability, and hypertext linking · 1agentic_retrieval_augmented_generation_for_qa · 1bibliometric mapping of AI-mediated communication in language learning · 1LLM-assisted thematic analysis of patient experiences in chronic illness management · 1LLM-assisted meta-research and evidence synthesis for medical questions · 1
Representative papers
- Transforming evidence synthesis: A systematic review of the evolution of automated meta-analysis in the age of AILingbo Li · 2026 · 7 citations
- Peer-reviewed by human experts: AI failed in key steps to generate a scoping review on the neural mechanisms of cross-educationMarco Morrone · 2025 · 1 citations
- A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges2025 · 13 citations
- Automated systematic reviews using machine learning and large language models in clinical practice guideline development: A perspectiveTakehiko Oami · 2026 · 2 citations
- Generative AI and the semiosic reconfiguration of knowledge organization – a preliminary explorationMartin Thellefsen · 2025 · 2 citations
- Automating data extraction in meta-research: A multi-model benchmark in network psychometrics papersBenjamin Šimsa · 2026 · 1 citations
- Role of AI chatbots in education: systematic literature reviewLasha Labadze · 2023 · 791 citations
- Knowledge Management Perspective of Generative Artificial IntelligenceMaryam Alavi · 2024 · 148 citations