← Browse all papers
Research method
Design Science
The Design Science method comprises 1,576 papers in this corpus published between 1982 and 2026.
Themes covered
- RAG for Research340 (22%)
- AI-Assisted Discovery249 (16%)
- Responsible AI Use166 (11%)
- Hallucination Control94 (6%)
- Evaluation & Benchmarks84 (5%)
- AI Literacy Training80 (5%)
Research domains
- Literature Discovery226 (14%)
- Knowledge Synthesis213 (14%)
- Data Analysis212 (13%)
- Scholarly Infrastructure203 (13%)
- Research Integrity155 (10%)
- Human-AI Collaboration133 (8%)
Frequent sub-topics
computational event coreference and media framing analysis using NLP · 1data preparation pipeline with semantic enrichment for data quality and bias mitigation · 1LLM-enabled transcriptomics data retrieval and gene discovery automation · 1governance-oriented RAG for policy automation · 1Explainable machine learning for predictive modeling · 1Automated research gap identification using embeddings and LLMs in systematic literature reviews · 1governance-by-design framework for agentic AI in enterprise workflows · 1privacy risk management in AI-enabled projects · 1
Representative papers
- GAIDeT (Generative AI Delegation Taxonomy): A taxonomy for humans to delegate tasks to generative artificial intelligence in scientific research and publishingYana Suchikova · 2025 · 24 citations
- Towards an Integrative Approach for Automated Literature Reviews Using Machine LearningChristoph Tauchert · 2020 · 19 citations
- KID-Review: Knowledge-Guided Scientific Review Generation with Oracle Pre-trainingWeizhe Yuan · 2022 · 9 citations
- VAIV bio-discovery service using transformer model and retrieval augmented generationSeonho Kim · 2024 · 6 citations
- Towards a Semi-Automated Approach for Systematic Literature ReviewsTim Denzler · 2021 · 4 citations
- Intelligent Semantic Search for Academic Journals Using AI and NLP TechniquesShireen Fathi Malo · 2025 · 3 citations
- LitFM: A Retrieval Augmented Structure-aware Foundation Model For Citation GraphsJiasheng Zhang · 2025 · 2 citations
- Automating in High-Expertise, Low-Label Environments: Evidence-Based Medicine by Expert-Augmented Few-Shot LearningRong Liu · 2025 · 2 citations