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Research method
Content Analysis
The Content Analysis method comprises 264 papers in this corpus published between 2001 and 2026.
Themes covered
- Epistemic Risk38 (14%)
- Responsible AI Use35 (13%)
- Institutional Policy28 (11%)
- Hallucination Control25 (9%)
- Citation Integrity22 (8%)
- AI-Assisted Discovery17 (6%)
Research domains
- Research Integrity57 (22%)
- AI Governance42 (16%)
- Bias & Epistemic Risk37 (14%)
- Scholarly Infrastructure33 (13%)
- Knowledge Synthesis29 (11%)
- Academic Writing17 (6%)
Frequent sub-topics
organizational discourse and generative AI adoption · 1LLM-based content coding for competitive dynamics measurement · 1disciplinary comparison of IS and HCI research practices on human-AI interaction · 1GenAI technical skills gap in higher education · 1IS dissertation trends and GenAI-assisted keyword extraction · 1toxic algospeak and content moderation with AI · 1computational analysis of visitor narratives using GPT-4o-mini · 1generative AI systems as culturally embedded storytellers, comparative analysis of ChatGPT and Doubao, multilingual AI outputs · 1
Representative papers
- Publishers’ and journals’ instructions to authors on use of generative artificial intelligence in academic and scientific publishing: bibliometric analysisConner Ganjavi · 2024 · 199 citations
- Can ChatGPT be an author? A study of artificial intelligence authorship policies in top academic journalsBrady Lund · 2023 · 80 citations
- Transparency in research: An analysis of ChatGPT usage acknowledgment by authors across disciplines and geographiesRaghu Raman · 2023 · 33 citations
- A Cross‐Disciplinary Analysis of AI Policies in Academic Peer ReviewZhongshi Wang · 2025 · 5 citations
- The Presence and Nature of AI-Use Disclosure Statements in Medical Education Journals: A Bibliometric Study2026 · 2 citations
- Emerging conventions in GenAI disclosure: how applied linguistics scholars disclose AI useBenjamin Luke Moorhouse · 2026 · 1 citations
- ChatGPT in higher education: Considerations for academic integrity and student learningMiriam Sullivan · 2023 · 740 citations
- Generative AI tools and assessment: Guidelines of the world's top-ranking universitiesBenjamin Luke Moorhouse · 2023 · 343 citations