pubmed-paper-exploration
Deep exploration from a key paper using related, citing, reference, and citation tree tools. Triggers: 這篇論文的相關研究, 誰引用這篇, 類似文章, related articles, citation tree, paper exploration
Best use case
pubmed-paper-exploration is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Deep exploration from a key paper using related, citing, reference, and citation tree tools. Triggers: 這篇論文的相關研究, 誰引用這篇, 類似文章, related articles, citation tree, paper exploration
Teams using pubmed-paper-exploration should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/pubmed-paper-exploration/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How pubmed-paper-exploration Compares
| Feature / Agent | pubmed-paper-exploration | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Deep exploration from a key paper using related, citing, reference, and citation tree tools. Triggers: 這篇論文的相關研究, 誰引用這篇, 類似文章, related articles, citation tree, paper exploration
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# 論文深度探索
## 描述
這個 workflow 用在「已經有一篇關鍵論文」之後的深挖。你可以沿三個方向展開:相似文獻、這篇引用了誰、誰又引用了它,再進一步建立 citation tree 或研究時間軸。
## 觸發條件
- 「這篇論文的相關研究」
- 「誰引用這篇?」
- 「這篇建立在誰的研究上?」
- 「幫我畫這篇論文的 citation tree」
- 已提供 PMID 或明確的種子論文標題
---
## 如果還沒有 PMID
先用 `unified_search` 找到種子論文:
```python
unified_search(
query="remimazolam randomized controlled trial",
limit=5,
ranking="quality"
)
```
拿到 PMID 後,再進入下面 workflow。
---
## 核心探索方向
| 工具 | 作用 | 方向 |
|------|------|------|
| `fetch_article_details` | 取得文章完整資訊 | 當前論文 |
| `find_related_articles` | 找主題相近文章 | 橫向 |
| `get_article_references` | 找這篇引用了誰 | 往過去 |
| `find_citing_articles` | 找誰引用這篇 | 往未來 |
| `get_citation_metrics` | 看引用影響力 | 評估重要性 |
| `build_citation_tree` | 建立引用網路 | 視覺化 |
| `build_research_timeline` | 建立時間軸 | 演化脈絡 |
---
## 最常用範例
### 1. 先拿文章細節
```python
fetch_article_details(pmids="30217674")
```
### 2. 找相似文章
```python
find_related_articles(pmid="30217674", limit=10)
```
### 3. 找這篇引用了誰
```python
get_article_references(pmid="30217674", limit=30)
```
### 4. 找誰引用了這篇
```python
find_citing_articles(pmid="30217674", limit=20)
```
### 5. 看哪幾篇最有影響力
```python
get_citation_metrics(
pmids="30217674,35678901,34567890",
sort_by="relative_citation_ratio"
)
```
### 6. 直接建 citation tree
```python
build_citation_tree(
pmid="30217674",
depth=2,
direction="both",
output_format="mermaid"
)
```
---
## 建議工作流程
### 情境:從一篇關鍵 RCT 往外展開
```python
# Step 1: 當前論文
fetch_article_details(pmids="30217674")
# Step 2: 三個方向同時展開
find_related_articles(pmid="30217674", limit=10)
get_article_references(pmid="30217674", limit=20)
find_citing_articles(pmid="30217674", limit=20)
# Step 3: 對重要 PMIDs 做引用影響力排序
get_citation_metrics(
pmids="35678901,34567890,33456789",
sort_by="citation_count"
)
# Step 4: 視覺化引用網路
build_citation_tree(
pmid="30217674",
depth=2,
direction="both",
output_format="cytoscape"
)
```
---
## 如果想看時間演化
### 以單篇或一組 PMID 建時間軸
```python
build_research_timeline(
pmids="30217674,35678901,34567890",
topic="Remimazolam Clinical Development",
output_format="mermaid"
)
```
### 以主題建時間軸
```python
build_research_timeline(
topic="remimazolam",
max_events=20,
output_format="text"
)
```
---
## 想深入讀內容時
### 全文
```python
get_fulltext(pmid="30217674", extended_sources=True)
```
### 圖表
```python
get_article_figures(pmid="30217674")
```
---
## 實務判斷
### 找領域核心論文
優先看:
- `find_related_articles` 與 `find_citing_articles` 都常出現的文章
- `get_citation_metrics` 中 RCR 或 citation count 高的文章
- `build_citation_tree` 網路中心位置的節點
### 找最新進展
優先看:
- `find_citing_articles` 的最近年份文章
- `build_research_timeline` 中最近幾個 milestone
### 找基礎文獻
優先看:
- `get_article_references` 回傳的早期高影響力論文
---
## 常見錯誤
- `fetch_article_details` 不等於引用網路工具;引用與被引用應分別使用 `get_article_references` 和 `find_citing_articles`
- `build_citation_tree` 一次只接受一個 PMID,不要一次傳多篇
- 若沒有種子 PMID,先用 `unified_search` 找,不要直接猜Related Skills
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