literature-filter
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.
When & Why to Use This Skill
The Literature Filter skill is a specialized tool designed to streamline the systematic review and literature screening process. It automates the validation and organization of academic search results by applying custom inclusion/exclusion criteria, analyzing citation metrics like RCR, and checking for full-text availability. By integrating with PubMed and Zotero, it helps researchers efficiently narrow down thousands of papers to a high-quality selection, providing structured outputs and PRISMA-style data for academic transparency.
Use Cases
- Systematic Review Screening: Automatically apply strict inclusion and exclusion criteria (e.g., study type, publication year, language) to large sets of PubMed results.
- Quality-Based Filtering: Narrow down literature search results based on impact metrics such as citation counts and Relative Citation Ratio (RCR) to focus on high-influence research.
- Duplicate and Library Management: Check search results against existing Zotero libraries to identify duplicates and manage references already in the researcher's collection.
- PRISMA Flowchart Generation: Track and document the number of articles excluded at each stage (title, abstract, full-text) to generate data for academic reporting standards.
- Interactive Article Selection: Review summaries and abstracts in an interactive mode where the AI assists in making 'include/exclude' decisions based on specific research questions.
| name | literature-filter |
|---|---|
| description | | |
| 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. |
文獻過濾技能 (Literature Filter)
描述
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。
觸發條件
- 「過濾文獻」「篩選結果」「選擇相關論文」
- "filter papers", "screen articles", "apply criteria"
- 收到搜尋結果後需要縮小範圍
可用 Tools
MCP Tools (pubmed-search)
| 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 |
MCP Tools (zotero-keeper)
| 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 自主判斷
Agent 會根據以下標準自主過濾：
- 相關性判斷 - 摘要是否符合研究主題
- 品質判斷 - 期刊影響力、研究設計
- 時效性判斷 - 是否為最新研究
- 語言判斷 - 是否為可讀語言
執行流程
1. 自動過濾模式
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
2. 互動式過濾模式
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
3. 標準過濾模式 (Inclusion/Exclusion Criteria)
# 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=...)
輸出格式
## 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
使用範例
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
相關技能
literature-search- 搜尋文獻literature-retrieval- 組合技能：搜尋 + 過濾