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Research method
Simulation
The Simulation method comprises 35 papers in this corpus published between 2004 and 2026.
Themes covered
- Responsible AI Use7 (20%)
- AI Peer Review5 (14%)
- Productivity Effects4 (11%)
- Hallucination Control4 (11%)
- Evaluation & Benchmarks3 (9%)
- AI Literacy Training2 (6%)
Research domains
- Human-AI Collaboration7 (20%)
- Research Integrity6 (17%)
- Peer Review6 (17%)
- Data Analysis5 (14%)
- Research Productivity4 (11%)
- Doctoral Training2 (6%)
Frequent sub-topics
collective trust emergence in triadic human-AI teams · 1AI integration in data science education and cognitive erosion · 1privacy protection in clinical LLM conversations, de-identification, k-anonymity · 1human-machine knowledge co-creation using decision field theory · 1machine learning for materials discovery and synthesizability prediction · 1generative models for catalyst discovery, machine learning potentials · 1AI-assisted nutrigenomic modeling for diabetes · 1group selection mechanisms for promoting prosociality in LLM agents · 1
Representative papers
- Arbitrariness in the peer review processElise S. Brezis · 2020 · 81 citations
- Evaluating alternative systems of peer review: a large-scale agent-based modelling approach to scientific publicationMichail Kovanis · 2017 · 69 citations
- Complex systems approach to scientific publication and peer-review system: development of an agent-based model calibrated with empirical journal dataMichail Kovanis · 2015 · 34 citations
- The simultaneous evolution of author and paper networksKaty Börner · 2004 · 306 citations
- Review time in peer review: quantitative analysis and modelling of editorial workflowsMaciej J. Mrowinski · 2016 · 45 citations
- Reputation or peer review? The role of outliersFrancisco Grimaldo · 2018 · 9 citations
- Recovering uncaptured citations in a scholarly network: A two‐step citation analysis to estimate publication importanceZhuoren Jiang · 2015 · 4 citations
- The social AI author: modeling creativity and distinction in simulated cultural fields2025 · 2 citations