{ "summary": { "query": "maths science and friction", "total_papers": 20, "unique_sources": 2, "year_range": { "min": 2023, "max": 2025 }, "citation_summary": { "total": 9, "average": 3.0 }, "top_source": "semantic_scholar", "papers_with_pdf": 18, "papers_with_doi": 10, "processing_steps": 2 }, "insights": [ { "type": "trend", "title": "Publication Trend", "message": "Most papers (11) are from 2025", "data": { "year": 2025, "count": 11 } }, { "type": "source", "title": "Primary Source", "message": "semantic_scholar contributes 10 papers (50%)", "data": { "source": "semantic_scholar", "count": 10 } }, { "type": "author", "title": "Prolific Author", "message": "Advances in Materials Science and Engineering has 7 papers in this collection", "data": { "author": "Advances in Materials Science and Engineering", "count": 7 } }, { "type": "citation", "title": "Most Cited Paper", "message": "\"Friction by Machine: How to Slow Down Reasoning with Computational Methods...\" has 7 citations", "data": { "title": "Friction by Machine: How to Slow Down Reasoning with Computational Methods", "citations": 7 } }, { "type": "keywords", "title": "Hot Topics", "message": "Top keywords: friction, retracted, stir, welding, optimization", "data": { "keywords": { "friction": 9, "retracted": 7, "stir": 7, "welding": 6, "optimization": 4 } } }, { "type": "availability", "title": "Open Access", "message": "18/20 papers (90%) have direct PDF links", "data": { "with_pdf": 18, "total": 20 } } ], "key_findings": [ "Found 20 papers related to 'maths science and friction'", "Papers collected from 2 sources: semantic_scholar, arxiv", "Publication years range from 2023 to 2025", "Total citations: 9, Average: 3", "Leading researchers: Advances in Materials Science and Engineering, E. Nordhagen, H. A. Sveinsson" ], "metadata": { "query": "maths science and friction", "total_steps": 2, "last_updated": "2026-01-02T02:29:08.896777", "started_at": "2026-01-02T02:28:16.723278", "total_papers": 20 } }