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Research method
Meta-Analysis
The Meta-Analysis method comprises 118 papers in this corpus published between 2009 and 2026.
Themes covered
- Meta-Analysis Automation27 (23%)
- Productivity Effects16 (14%)
- Evaluation & Benchmarks13 (11%)
- Responsible AI Use12 (10%)
- AI Manuscript Writing6 (5%)
- Hallucination Control6 (5%)
Research domains
- Knowledge Synthesis36 (31%)
- Research Integrity17 (14%)
- AI Governance11 (9%)
- Research Productivity9 (8%)
- Doctoral Training9 (8%)
- Academic Writing7 (6%)
Frequent sub-topics
paraphrasing tools, EFL writing proficiency, effect sizes across study designs · 1bibliometric analysis of AI literacy research, pedagogical and ethical dimensions · 1deep learning for stroke imaging segmentation and triage · 1deep learning for credit risk prediction in fintech · 1bibliometric and science mapping of AI in agriculture · 1bibliometric mapping and thematic evolution in plant ecology research · 1Bibliometric analysis of microbiome and cancer immunotherapy literature · 1AI-supported game-based learning effectiveness and equity risks · 1
Representative papers
- A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges2025 · 13 citations
- The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping StudyAmr Mohamed · 2026 · 2 citations
- ChatGPT’s impact on student learning outcomes: a meta-analysis of 35 experimental studiesXinning Wu · 2026 · 2 citations
- Search as learning: a bibliometric reviewMaofeng Wei · 2026 · 1 citations
- Analysis of the time and workers needed to conduct systematic reviews of medical interventions using data from the PROSPERO registryRohit Borah · 2017 · 734 citations
- A meta systematic review of artificial intelligence in higher education: a call for increased ethics, collaboration, and rigourMelissa Bond · 2024 · 547 citations
- Does ChatGPT enhance student learning? A systematic review and meta-analysis of experimental studiesRuiqi Deng · 2024 · 295 citations
- A Reliability-Generalization Study of Journal Peer Reviews: A Multilevel Meta-Analysis of Inter-Rater Reliability and Its DeterminantsLutz Bornmann · 2010 · 230 citations