用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills --skill zoplicate-dedup-guide命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing signatures from empirical papers in economics, management, and the social sciences — in both English and Chinese. Covers Turnitin AI, GPTZero, Originality.ai on the English side and 知网 AMLC, 万方, 维普 on the Chinese side. Uses a six-step loop (intake → audit → claim-evidence check → differentiated rewrite → five-dimension self-score → cold-reader recheck) with two pattern libraries (22 English + 17 Chinese patterns), section-by-section strategies for empirical papers, and hard protections that keep every number, coefficient, and citation intact.
Use when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an explicitly approved Kaggle write/delete operation through the official CLI.
基于 SOC 职业分类
正在显示 SKILL.md
| name | zoplicate-dedup-guide |
| description | Detect and manage duplicate items in Zotero libraries |
| metadata | {"openclaw":{"emoji":"🔃","category":"literature","subcategory":"metadata","keywords":["Zotero","deduplication","duplicate detection","library cleanup","metadata merge"],"source":"https://github.com/ChenglongMa/zoplicate"}} |
Zoplicate is a Zotero plugin that detects and manages duplicate items in your library. It goes beyond Zotero's built-in duplicate detection by offering configurable matching criteria, batch merge operations, automatic deduplication on import, and smart metadata merging that keeps the best version of each field. Essential for researchers who import from multiple databases.
# Download .xpi from GitHub releases
# Zotero 7: Tools → Add-ons → Install Add-on From File
### Duplicate Detection
- **DOI matching** — Most reliable, catches exact duplicates
- **Title similarity** — Fuzzy matching for slight variations
- **ISBN matching** — For books and proceedings
- **Combined scoring** — Weighted match across multiple fields
### Smart Merge
- Keep the most complete metadata from each duplicate
- Preserve all tags from both items
- Merge notes and annotations
- Consolidate attachments (keep all unique PDFs)
- Maintain collection memberships from both
### Automatic Mode
- Detect duplicates on import
- Configurable auto-merge threshold
- Notification before auto-merge (optional)
{
"detection": {
"criteria": {
"doi": {"enabled": true, "weight": 1.0},
"title": {"enabled": true, "weight": 0.8,
"similarity_threshold": 0.85},
"isbn": {"enabled": true, "weight": 1.0},
"year_author": {"enabled": true, "weight":
### Manual Deduplication
1. Tools → Zoplicate → Find Duplicates
2. Review duplicate groups (side-by-side comparison)
3. Select master item for each group
4. Click "Merge" — metadata combined, duplicates removed
### Batch Operations
1. Tools → Zoplicate → Find All Duplicates
2. Review summary (X groups, Y total duplicates)
3. "Auto-select best" — picks master by completeness
4. "Merge All" — batch process all groups
### Import Deduplication
1. Import papers from database export (RIS, BibTeX)
2. Zoplicate auto-checks against existing library
3. Popup shows potential duplicates
4. Choose: Skip / Merge / Import as new
### DOI Match (100% confidence)
Item A: "Attention Is All You Need" — DOI: 10.48550/arXiv.1706.03762
Item B: "Attention is All You Need" — DOI: 10.48550/arXiv.1706.03762
→ Exact duplicate (same DOI)
### Title Fuzzy Match (85% similarity)
Item A: "BERT: Pre-training of Deep Bidirectional Transformers..."
Item B: "Bert: Pre-Training of Deep Bidirectional Transformers..."
→ Likely duplicate (title similarity > threshold)
### Different Versions (not duplicate)
Item A: "Paper Title" (arXiv v1, 2023)
Item B: "Paper Title" (Published version, 2024)
→ Different DOIs, may want to keep both or merge
### Multi-Database Import Workflow
1. Search PubMed → Export RIS → Import to Zotero
2. Search Scopus → Export RIS → Import to Zotero
3. Search Web of Science → Export RIS → Import to Zotero
4. Zoplicate detects cross-database duplicates
5. Merge: keep best metadata from each source
### With Other Plugins
- **Zotero Connector** — Detect dups on browser import
- **Better BibTeX** — Preserve citation keys on merge
- **ZotMoov** — Reorganize attachments after merge