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Enhance citation management and literature review guidelines

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- Updated SKILL.md in citation management to include best practices for identifying seminal and high-impact papers, emphasizing citation count thresholds, venue quality tiers, and author reputation indicators.
- Expanded literature review SKILL.md to prioritize high-impact papers, detailing citation metrics, journal tiers, and author reputation assessment.
- Added comprehensive evaluation strategies for paper impact and quality in literature_search_strategies.md, including citation count significance and journal impact factor guidance.
- Improved research lookup scripts to prioritize results based on citation count, venue prestige, and author reputation, enhancing the quality of research outputs.
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Vinayak Agarwal
2026-01-05 13:01:10 -08:00
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@@ -450,11 +450,39 @@ python scripts/format_bibtex.py my_review_references.bib \
### Google Scholar Best Practices
**Finding Seminal Papers**:
**Finding Seminal and High-Impact Papers** (CRITICAL):
Always prioritize papers based on citation count, venue quality, and author reputation:
**Citation Count Thresholds:**
| Paper Age | Citations | Classification |
|-----------|-----------|----------------|
| 0-3 years | 20+ | Noteworthy |
| 0-3 years | 100+ | Highly Influential |
| 3-7 years | 100+ | Significant |
| 3-7 years | 500+ | Landmark Paper |
| 7+ years | 500+ | Seminal Work |
| 7+ years | 1000+ | Foundational |
**Venue Quality Tiers:**
- **Tier 1 (Prefer):** Nature, Science, Cell, NEJM, Lancet, JAMA, PNAS
- **Tier 2 (High Priority):** Impact Factor >10, top conferences (NeurIPS, ICML, ICLR)
- **Tier 3 (Good):** Specialized journals (IF 5-10)
- **Tier 4 (Sparingly):** Lower-impact peer-reviewed venues
**Author Reputation Indicators:**
- Senior researchers with h-index >40
- Multiple publications in Tier-1 venues
- Leadership at recognized institutions
- Awards and editorial positions
**Search Strategies for High-Impact Papers:**
- Sort by citation count (most cited first)
- Look for review articles for overview
- Check "Cited by" for impact assessment
- Use citation alerts for tracking new citations
- Look for review articles from Tier-1 journals for overview
- Check "Cited by" for impact assessment and recent follow-up work
- Use citation alerts for tracking new citations to key papers
- Filter by top venues using `source:Nature` or `source:Science`
- Search for papers by known field leaders using `author:LastName`
**Advanced Operators** (full list in `references/google_scholar_search.md`):
```