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Enhance citation management and literature review guidelines
- 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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@@ -245,6 +245,74 @@ All searches must be documented for reproducibility:
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## Advanced Search Techniques
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### Prioritizing High-Impact Papers (CRITICAL)
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**Always prioritize papers based on citation count, venue quality, and author reputation.** Quality matters more than quantity.
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#### Citation Metrics in Database Searches
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Use citation counts to identify influential work:
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| Paper Age | Citations | Classification |
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|-----------|-----------|----------------|
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| 0-3 years | 20+ | Noteworthy |
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| 0-3 years | 100+ | Highly Influential |
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| 3-7 years | 100+ | Significant |
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| 3-7 years | 500+ | Landmark |
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| 7+ years | 500+ | Seminal |
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| 7+ years | 1000+ | Foundational |
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**Database-Specific Citation Features:**
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- **Google Scholar:** Sort by citation count, use "Cited by" feature
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- **Semantic Scholar:** "Highly Influential Citations" metric, citation velocity
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- **OpenAlex:** Citation counts, citation context analysis
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- **PubMed:** Use "Cited by" in PMC, check citation counts via Google Scholar
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#### Filtering by Journal Quality
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Prioritize papers from higher-tier venues:
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**Tier 1 (Always Prefer):**
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- Nature, Science, Cell, NEJM, Lancet, JAMA, PNAS
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- Nature Medicine, Nature Biotechnology, Nature Methods
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- Search tip: `source:Nature` or `journal:Nature` in Google Scholar
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**Tier 2 (High Priority):**
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- High-impact specialized journals (Impact Factor >10)
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- Top conferences: NeurIPS, ICML, ICLR, CVPR, ACL
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**Tier 3 (Include When Relevant):**
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- Respected field-specific journals (IF 5-10)
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**PubMed Journal Filtering:**
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```
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"Nature"[Journal] OR "Science"[Journal] OR "Cell"[Journal]
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```
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**Google Scholar Journal Filtering:**
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```
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source:Nature source:Science source:Cell
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```
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#### Leveraging "Cited by" Features
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**Finding Influential Work:**
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1. Start with a known key paper
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2. Click "Cited by" to find papers that cite it
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3. Sort citing papers by their citation count
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4. Highly-cited citing papers indicate important follow-up work
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**Identifying Seminal Papers:**
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1. Search your topic broadly
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2. Note which papers appear repeatedly in reference lists
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3. Papers cited by many of your results are likely seminal
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4. Check citation counts to confirm influence
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**Semantic Scholar Features:**
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- "Highly Influential Citations" shows citations that significantly built on the paper
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- "Citation Velocity" shows recent citation growth
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- Paper recommendations based on citation networks
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### Citation Chaining
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#### Forward Citation Search
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@@ -252,6 +320,7 @@ Find papers that cite a key paper:
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- Use Google Scholar "Cited by" feature
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- Use OpenAlex or Semantic Scholar APIs
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- Identifies newer research building on seminal work
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- **Tip:** Sort by citation count to find the most influential follow-up work
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#### Backward Citation Search
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Review references in key papers:
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