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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Vinayak Agarwal
2026-01-05 13:01:10 -08:00
parent d243a12564
commit 3439a21f57
41 changed files with 11802 additions and 61 deletions

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