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Research domain
Research Productivity
The Research Productivity domain comprises 727 papers in this corpus published between 2013 and 2026. Work here is dominated by Empirical Study, Experimental, Design Science.
Methodology profile
- Empirical Study198 (27%)
- Experimental107 (15%)
- Design Science103 (14%)
- Benchmarking83 (11%)
- Case Study52 (7%)
- Literature Review42 (6%)
Themes covered
- Productivity Effects291 (40%)
- Evaluation & Benchmarks150 (21%)
- AI-Assisted Discovery131 (18%)
- Responsible AI Use31 (4%)
- Hallucination Control8 (1%)
- RAG for Research7 (1%)
Frequent sub-topics
ChatGPT impact on student learning outcomes · 2automated scoring of student assessments using transformer models · 1developer productivity metrics in AI-assisted software development · 1LLM financial forecasting evaluation · 1knowledge hiding and job insecurity in agentic AI adoption · 1GenAI for survey design and rapid task learning · 1post-adoption business value realization for enterprise AI tools · 1AI-assisted software development and innovation · 1
Representative papers
- Autonomous chemical research with large language modelsDaniil A. Boiko · 2023 · 809 citations
- Artificial intelligence use and scientific innovationYuanyuan Liu · 2025 · 2 citations
- Artificial intelligence for research capacity strengthening: Two reviews and a pathway to shift power in global healthBrian Wahl · 2026 · 1 citations
- “ChatGPT seems too good to be true”: College students’ use and perceptions of generative AIClare Baek · 2024 · 98 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
- There are significant differences among artificial intelligence large language models when answering scientific questionsFrancisco Javier Álvarez‐Martínez · 2025 · 2 citations
- AI-Augmented Content Validation in Behavioral Research: Development and Evaluation of the RATER SystemJean‐Charles Pillet · 2025 · 1 citations