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Research method
Policy Analysis
The Policy Analysis method comprises 77 papers in this corpus published between 2006 and 2026.
Themes covered
- Institutional Policy53 (69%)
- Responsible AI Use16 (21%)
- Hallucination Control1 (1%)
- Authorship & Attribution1 (1%)
- Evaluation & Benchmarks1 (1%)
- Scholarly Publishing1 (1%)
Research domains
- AI Governance56 (73%)
- Research Integrity14 (18%)
- Scholarly Infrastructure4 (5%)
- Research Productivity1 (1%)
- Peer Review1 (1%)
- Literature Discovery1 (1%)
Frequent sub-topics
Epistemic risk governance for LLM use in art history instruction · 1Copyright law adaptation for generative AI content creation; fair use doctrine reform for AIGC · 1deterministic governance control for LLM coding agents · 1performance-based research funding, research evaluation policy · 1generative AI policy enactment in vocational education · 1public-private partnership for AI model development in science · 1intelligence education curriculum design for AI-assisted workflows · 1Evaluation frameworks for open-weight AI models and risk mitigation · 1
Representative papers
- Reporting checklist for foundation and large language models in medical research (REFINE): an international consensus guidelineIsmail Mese · 2026 · 5 citations
- Building a Safe and Transparent Workflow for Large Language Model (LLM)-Assisted Clinical Trials and Prediction Models: A Technical Report2025 · 1 citations
- PRISMA-S: an extension to the PRISMA Statement for Reporting Literature Searches in Systematic ReviewsMelissa L. Rethlefsen · 2021 · 2,872 citations
- The African Journal Partnership Program’s Guidance on Use of AI in Scholarly PublishingCaradee Y. Wright · 2024 · 1 citations
- The FAIR Guiding Principles for scientific data management and stewardshipMark D. Wilkinson · 2016 · 17,767 citations
- Regulating ChatGPT and other Large Generative AI ModelsPhilipp Hacker · 2023 · 408 citations
- Conformity Assessments and Post-market Monitoring: A Guide to the Role of Auditing in the Proposed European AI Regulation2021 · 131 citations
- Big Tech platforms in health research: Re-purposing big data governance in light of the General Data Protection Regulation’s research exemptionLuca Marelli · 2021 · 28 citations