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Filter, validate and organize literature search results. LOAD THIS SKILL WHEN: User has search results and needs to "過濾", "篩選", "filter", "選擇文獻" | reviewing search results | narrowing down papers. CAPABILITIES: Relevance filtering, duplicate detection, inclusion/exclusion criteria, Zotero integration.
Validate that written content accurately reflects source materials. LOAD THIS SKILL WHEN: User says "驗證", "validate", "檢查準確性", "核對" | after writing notes/reports | ensuring content accuracy. CAPABILITIES: Source-target comparison, citation verification, fact checking, consistency check.
Complete literature retrieval capability combining search and filter skills. LOAD THIS SKILL WHEN: User needs "文獻檢索", "找文獻", "retrieve literature", "系統性搜尋" | starting systematic review | comprehensive literature search. CAPABILITIES: Multi-database search, MeSH expansion, quality filtering, PRISMA-compliant workflow. COMPOSITE SKILL: Combines literature-search + literature-filter.
Search and retrieve academic literature from multiple databases. LOAD THIS SKILL WHEN: User says "搜尋文獻", "search literature", "find papers", "PubMed", "學術搜尋" | needs to find research articles | starting literature review. CAPABILITIES: PubMed search, MeSH term expansion, citation metrics, batch retrieval.
Write structured notes from source materials following academic standards. LOAD THIS SKILL WHEN: User says "寫筆記", "write notes", "摘要", "summarize", "整理重點" | has source content to summarize | creating reading notes. CAPABILITIES: Structured summaries, key point extraction, citation formatting, template-based writing.
Read and extract content from PDF files using multiple methods. LOAD THIS SKILL WHEN: User says "讀取 PDF", "read PDF", "打開論文", "看這篇" | has PDF file path | needs to extract text from PDF. CAPABILITIES: PDF to markdown conversion, text extraction, figure detection, citation extraction.
Complete report writing capability combining reading, note-taking, validation, and formatting. LOAD THIS SKILL WHEN: User needs "寫報告", "write report", "整理成報告", "產出文件" | has source materials to summarize | creating academic document. CAPABILITIES: PDF reading, structured notes, content validation, format checking. COMPOSITE SKILL: Combines pdf-reader + note-writer + content-validator + report-formatter.
| name | literature-filter |
| description | Filter, validate and organize literature search results. LOAD THIS SKILL WHEN: User has search results and needs to "過濾", "篩選", "filter", "選擇文獻" | reviewing search results | narrowing down papers. CAPABILITIES: Relevance filtering, duplicate detection, inclusion/exclusion criteria, Zotero integration. |
對搜尋結果進行過濾、驗證和整理，支援自動和人工篩選模式。
| Tool | 用途 | 參數 |
|---|---|---|
fetch_article_details | 取得完整摘要 | pmids |
get_citation_metrics | 引用指標篩選 | pmids, min_citations, min_rcr |
analyze_fulltext_access | 檢查全文可用性 | pmids |
| Tool | 用途 | 參數 |
|---|---|---|
check_articles_owned | 檢查重複 | pmids |
advanced_search | 搜尋已有文獻 | q, item_type |
Agent 會根據以下標準自主過濾：
輸入：PMID 清單
↓
fetch_article_details(pmids) ← 取得完整資訊
↓
Agent 根據標準自動評分
↓
get_citation_metrics(pmids, min_rcr=1.0) ← 過濾低影響力
↓
analyze_fulltext_access(pmids) ← 標記全文可用性
↓
輸出：篩選後清單 + 排除原因
輸入：PMID 清單
↓
顯示每篇文章摘要
↓
詢問用戶：「這篇是否相關？」
↓
記錄 Include/Exclude 決定
↓
輸出：PRISMA 風格流程圖數據
# 定義納入排除標準
criteria = {
"inclusion": [
"研究類型: RCT, 前瞻性研究",
"發表年份: 2020-2025",
"語言: English, Chinese"
],
"exclusion": [
"病例報告",
"會議摘要",
"動物研究"
]
}
# Agent 自動應用標準
for article in articles:
if matches_inclusion(article) and not matches_exclusion(article):
include(article)
else:
exclude(article, reason=...)
## 文獻篩選結果
### 篩選流程
- 初始筆數: 100 篇
- 去除重複: -5 篇
- 標題篩選: -30 篇
- 摘要篩選: -25 篇
- 全文篩選: -10 篇
- **最終納入: 30 篇**
### 納入文獻
| # | PMID | 標題 | 納入原因 |
|---|------|------|----------|
| 1 | 12345678 | Title... | RCT, 高品質 |
### 排除文獻
| PMID | 排除原因 |
|------|----------|
| 87654321 | 病例報告 |
| ... | ... |
### PRISMA 流程圖數據
- Identification: 100
- Screening: 65
- Eligibility: 40
- Included: 30
範例 1：快速過濾
用戶：「幫我過濾這些文獻，只留 RCR > 1.5 的」
執行：get_citation_metrics(pmids, min_rcr=1.5)
範例 2：標準過濾
用戶：「用系統性回顧標準篩選，排除病例報告和動物研究」
執行：
1. fetch_article_details(pmids)
2. Agent 自動判斷每篇文章
3. 輸出納入/排除清單
literature-search - 搜尋文獻literature-retrieval - 組合技能：搜尋 + 過濾