AIclinicalresearch/docs/03-业务模块/ASL-AI智能文献/05-测试文档/03-测试数据/README.md

# ASL 娴嬭瘯鏁版嵁闆?

> **鍒涘缓鏃ユ湡锛?* 2025-11-15  
> **缁存姢浜猴細** ASL 寮€鍙戝洟闃? 
> **鐢ㄩ€旓細** 鐢ㄤ簬娴嬭瘯 AI 鏅鸿兘鏂囩尞妯″潡鐨勫噯纭<E599AF>巼鍜岃川閲?

---

## 馃搵 鏁版嵁闆嗘<E99786>瑙?

鏈<EFBFBD>洰褰曞寘鍚<EFBFBD>敤浜庢祴璇?ASL 妯″潡鍚勯」鍔熻兘鐨勬祴璇曟暟鎹<E69A9F>泦锛屽寘鎷<E5AF98>細

| 娴嬭瘯绫诲瀷 | 鏂囦欢澶?| 鏁版嵁閲?| 鐘舵€?|
|---------|--------|--------|------|
| **鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫** | `screening/` | 199 绡?| 鉁?寰呭<E5AFB0>鍏?|
| **PDF 鍏ㄦ枃鎻愬彇** | `pdf-extraction/` | 寰呰ˉ鍏?| 鈴?寰呰ˉ鍏?|

---

## 馃搧 鏂囦欢澶圭粨鏋?

```
03-娴嬭瘯鏁版嵁/
鈹溾攢鈹€ README.md  鈫?褰撳墠鏂囦欢
鈹?
鈹溾攢鈹€ screening/  鈫?鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫娴嬭瘯鏁版嵁
鈹?  鈹溾攢鈹€ literature-list-199.xlsx      鈫?199 绡囨枃鐚<E69E83>垪琛<E59EAA>紙鏍囬<E98F8D>+鎽樿<E98EBD>锛?
鈹?  鈹溾攢鈹€ picos-criteria.txt            鈫?PICOS 鏍囧噯瀹氫箟
鈹?  鈹溾攢鈹€ inclusion-criteria.txt        鈫?绾冲叆鏍囧噯
鈹?  鈹溾攢鈹€ exclusion-criteria.txt        鈫?鎺掗櫎鏍囧噯
鈹?  鈹斺攢鈹€ gold-standard.json            鈫?浜哄伐鏍囨敞鐨勬<E990A8>纭<EFBFBD>粨鏋滐紙閲戞爣鍑嗭級
鈹?
鈹斺攢鈹€ pdf-extraction/  鈫?PDF 鍏ㄦ枃鎻愬彇娴嬭瘯鏁版嵁
    鈹溾攢鈹€ sample-01-rct.pdf             鈫?RCT 鐮旂┒鏍锋湰
    鈹溾攢鈹€ sample-02-cohort.pdf          鈫?闃熷垪鐮旂┒鏍锋湰
    鈹溾攢鈹€ sample-03-with-tables.pdf     鈫?鍖呭惈澶嶆潅琛ㄦ牸鐨勬牱鏈?
    鈹溾攢鈹€ sample-04-chinese.pdf         鈫?涓<>枃鏂囩尞鏍锋湰
    鈹斺攢鈹€ README.md
```

---

## 馃幆 浣跨敤鏂规硶

### 1. 瀵煎叆娴嬭瘯鏁版嵁

**璇锋寜浠ヤ笅姝ラ<E5A79D>瀵煎叆鎮ㄧ殑娴嬭瘯鏁版嵁锛?*

#### 锛?锛夋爣棰樻憳瑕佸垵绛涙祴璇曟暟鎹?

**鏂囦欢娓呭崟锛?*
- `literature-list-199.xlsx`锛?99 绡囪嫳鏂囨枃鐚<E69E83>垪琛?
- `picos-criteria.txt`锛歅ICOS 鏍囧噯锛圥opulation, Intervention, Comparison, Outcome, Study Design锛?
- `gold-standard.json`锛氫汉宸ユ爣娉ㄧ殑姝ｇ‘缁撴灉

**Excel 鏂囦欢鏍煎紡瑕佹眰锛?*
```
鍒楀悕锛堝繀椤伙級锛?
- Title锛堟爣棰橈級
- Abstract锛堟憳瑕侊級
- DOI锛堝彲閫夛級
- Authors锛堜綔鑰咃紝鍙<E7B49D>€夛級
- Year锛堝勾浠斤紝鍙<E7B49D>€夛級
- Journal锛堟湡鍒婏紝鍙<E7B49D>€夛級

绀轰緥锛?
| Title                          | Abstract                  | DOI           | Authors      | Year | Journal |
|--------------------------------|---------------------------|---------------|--------------|------|---------|
| Effect of aspirin on ...      | Background: ...           | 10.1038/...   | Smith J, ... | 2020 | NEJM    |
```

**PICOS 鏍囧噯鏍煎紡锛?*
```txt
# PICOS 鏍囧噯

## Population锛堜汉缇わ級
- 鎴愬勾楂樿<E6A582>鍘嬫偅鑰咃紙骞撮緞 鈮?18 宀侊級
- 鏃犲績琛€绠＄柧鐥呭彶

## Intervention锛堝共棰勶級
- 姣忔棩鏈嶇敤闃垮徃鍖规灄 100mg

## Comparison锛堝<E9949B>鐓э級
- 瀹夋叞鍓傛垨鏃犳不鐤?

## Outcome锛堢粨灞€锛?
- 涓昏<E6B693>缁撳眬锛氬績琛€绠′簨浠跺彂鐢熺巼
- 娆¤<E5A886>缁撳眬锛氬叏鍥犳<E98DA5>浜＄巼

## Study Design锛堢爺绌惰<E7BB8C>璁★級
- 闅忔満瀵圭収璇曢獙锛圧CT锛?
- 闃熷垪鐮旂┒锛圕ohort Study锛?
```

**閲戞爣鍑嗘牸寮忥紙JSON锛夛細**
```json
{
  "metadata": {
    "total": 199,
    "annotatedBy": "鍖诲<E98D96>涓撳<E6B693>濮撳悕",
    "annotatedDate": "2025-11-15",
    "expectedAccuracy": 0.90
  },
  "results": [
    {
      "id": 1,
      "doi": "10.1038/nature12373",
      "title": "...",
      "decision": "include",
      "reason": "绗﹀悎 PICO 鏍囧噯锛氫汉缇や负鎴愬勾楂樿<E6A582>鍘嬫偅鑰咃紝骞查<E9AA9E>涓洪樋鍙稿尮鏋?..",
      "confidence": 1.0
    },
    {
      "id": 2,
      "decision": "exclude",
      "reason": "涓嶇<E6B693>鍚堢撼鍏ユ爣鍑嗭細浜虹兢涓哄効绔ユ偅鑰?,
      "confidence": 0.95
    }
  ]
}
```

#### 锛?锛塒DF 鍏ㄦ枃鎻愬彇娴嬭瘯鏁版嵁

**寤鸿<E5AFA4>鍑嗗<E98D91>鐨勬牱鏈<E789B1>被鍨嬶細**
- RCT 鐮旂┒锛堥殢鏈哄<E98F88>鐓ц瘯楠岋級
- 闃熷垪鐮旂┒锛圕ohort Study锛?
- 鍖呭惈澶嶆潅琛ㄦ牸鐨勬枃鐚?
- 鍖呭惈鏁板<E98F81>鍏<EFBFBD>紡鐨勬枃鐚?
- 涓<>枃鍖诲<E98D96>鏂囩尞锛堟祴璇曡<E79287>瑷€妫€娴嬶級

**鏍锋湰鏁伴噺寤鸿<E5AFA4>锛?* 5-10 绡?

### 2. 杩愯<E69DA9>娴嬭瘯

#### 锛?锛夋爣棰樻憳瑕佸垵绛涙祴璇?

```bash
# 杩涘叆鍚庣<E98D9A>鐩<EFBFBD>綍
cd AIclinicalresearch/backend

# 杩愯<E69DA9>鍒濈瓫娴嬭瘯
npm run test:asl:screening

# 鎴栬€呮墜鍔ㄦ祴璇曪細
# 1. 鍚<>姩鍚庣<E98D9A>鏈嶅姟
npm run dev

# 2. 閫氳繃鍓嶇<E98D93>涓婁紶 literature-list-199.xlsx
# 3. 閰嶇疆 PICOS 鏍囧噯锛堝<E9949B>鍒?picos-criteria.txt 鍐呭<E98D90>锛?
# 4. 杩愯<E69DA9>鎵归噺绛涢€?
# 5. 瀵煎嚭缁撴灉锛屼笌 gold-standard.json 瀵规瘮
```

#### 锛?锛夎瘎浼板噯纭<E599AF>巼

```bash
# 鑷<>姩璇勪及鍑嗙‘鐜囷紙涓庨噾鏍囧噯瀵规瘮锛?
npm run test:asl:evaluate -- \
  --result ./screening-result.json \
  --gold-standard ./gold-standard.json

# 杈撳嚭绀轰緥锛?
# 鉁?鍑嗙‘鐜? 92.5%
# 鉁?涓€鑷寸巼: 88.9%
# 鈿狅笍 鍋囬槼鎬х巼: 5.2%
# 鈿狅笍 鍋囬槾鎬х巼: 2.3%
```

### 3. 璐ㄩ噺鎸囨爣

| 鎸囨爣 | MVP 鐩<>爣 | V1.0 鐩<>爣 | V2.0 鐩<>爣 |
|------|---------|----------|----------|
| **鍑嗙‘鐜?* | 鈮?85% | 鈮?90% | 鈮?95% |
| **涓€鑷寸巼**锛堝弻妯″瀷锛?| 鈮?80% | 鈮?85% | 鈮?90% |
| **鍋囬槼鎬х巼** | 鈮?10% | 鈮?5% | 鈮?3% |
| **鍋囬槾鎬х巼** | 鈮?5% | 鈮?3% | 鈮?2% |

---

## 馃搳 娴嬭瘯鏁版嵁缁熻<E7BC81>

### 鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫鏁版嵁闆?

**鍩烘湰淇℃伅锛?*
- **鎬绘暟閲?*: 199 绡?
- **鏁版嵁鏉ユ簮**: [璇峰～鍐欐暟鎹<E69A9F>潵婧怾
- **棰嗗煙**: 鍖诲<E98D96>/涓村簥鐮旂┒
- **璇<>█**: 鑻辨枃
- **骞翠唤鑼冨洿**: [璇峰～鍐橾

**棰勬湡鍒嗗竷锛?*
```
绾冲叆锛圛nclude锛?    ~45 绡囷紙23%锛?
鎺掗櫎锛圗xclude锛?    ~132 绡囷紙66%锛?
涓嶇‘瀹氾紙Uncertain锛? ~22 绡囷紙11%锛?
```

**鐮旂┒绫诲瀷鍒嗗竷锛堥<E9949B>浼帮級锛?*
```
RCT:              ~60 绡囷紙30%锛?
闃熷垪鐮旂┒:          ~50 绡囷紙25%锛?
鐥呬緥瀵圭収:          ~30 绡囷紙15%锛?
妯<EFBFBD>柇闈㈢爺绌?        ~30 绡囷紙15%锛?
鍏朵粬:             ~29 绡囷紙15%锛?
```

### PDF 鍏ㄦ枃鎻愬彇鏁版嵁闆?

**寰呰ˉ鍏?*

---

## 鈿狅笍 鏁版嵁浣跨敤娉ㄦ剰浜嬮」

### 1. 鐗堟潈澹版槑

- 鏈<>祴璇曟暟鎹<E69A9F>泦浠呯敤浜?ASL 妯″潡寮€鍙戝拰娴嬭瘯
- 涓嶅緱鐢ㄤ簬鍟嗕笟鐢ㄩ€?
- 涓嶅緱鍏<E7B7B1>紑鍒嗗彂鎴栦紶鎾?
- 璇烽伒瀹堝師鏂囩尞鐨勭増鏉冭<E98F89>鍙?

### 2. 鏁版嵁闅愮<E99785>

- 纭<>繚娴嬭瘯鏁版嵁涓嶅寘鍚<E5AF98>晱鎰熶俊鎭?
- 濡傚寘鍚<E5AF98>偅鑰呮暟鎹<E69A9F>紝蹇呴』宸茶劚鏁忓<E98F81>鐞?
- 閬靛畧 GDPR銆丠IPAA 绛夋暟鎹<E69A9F>繚鎶ゆ硶瑙?

### 3. 璐ㄩ噺瑕佹眰

- **閲戞爣鍑嗗繀椤荤敱鍖诲<E98D96>涓撳<E6B693>鏍囨敞**
- 鏍囨敞浜洪渶鍏峰<E98D8F>鐩稿叧棰嗗煙涓撲笟鐭ヨ瘑
- 鏍囨敞杩囩▼闇€鏈夎川閲忔帶鍒舵満鍒?
- 寤鸿<E5AFA4>鍙屼汉鐙<E6B189>珛鏍囨敞锛屽啿绐侀渶绗<E6B8B6>笁鏂逛徊瑁?

---

## 馃攧 鏁版嵁鏇存柊璁板綍

| 鏃ユ湡 | 鏇存柊鍐呭<E98D90> | 鏇存柊浜?|
|------|---------|--------|
| 2025-11-15 | 鍒涘缓娴嬭瘯鏁版嵁鐩<E5B581>綍缁撴瀯 | ASL 鍥㈤槦 |
| 寰呮洿鏂?| 瀵煎叆 199 绡囨枃鐚<E69E83>祴璇曟暟鎹?| - |
| 寰呮洿鏂?| 娣诲姞 PDF 鏍锋湰鏁版嵁 | - |

---

## 馃摓 鑱旂郴鏂瑰紡

濡傛湁闂<EFBFBD><EFBFBD>锛岃<EFBFBD>鑱旂郴锛?
- **椤圭洰璐熻矗浜?*: [濮撳悕]
- **閭<><E996AD>**: [閭<><E996AD>]
- **鏂囨。缁存姢**: [鏂囨。璺<E38082>緞]

---

## 馃摎 鐩稿叧鏂囨。

- [鏍囬<EFBFBD>鎽樿<EFBFBD>鍒濈瓫娴嬭瘯鐢ㄤ緥](../02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫娴嬭瘯鐢ㄤ緥.md)
- [娴嬭瘯璁″垝](../01-娴嬭瘯璁″垝.md)
- [鏂囩尞澶勭悊鎶€鏈<EFBFBD>€夊瀷](../../02-鎶€鏈<E282AC><E98F88>璁?07-鏂囩尞澶勭悊鎶€鏈<E282AC>€夊瀷.md)
- [璐ㄩ噺淇濋殰涓庡彲杩芥函绛栫暐](../../02-鎶€鏈<E282AC><E98F88>璁?06-璐ㄩ噺淇濋殰涓庡彲杩芥函绛栫暐.md)

---

**涓嬩竴姝ヨ<E5A79D>鍔<EFBFBD>細**
1. 鉁?鍒涘缓娴嬭瘯鏁版嵁鐩<E5B581>綍缁撴瀯
2. 鈴?瀵煎叆鎮ㄧ殑 199 绡囨枃鐚<E69E83>祴璇曟暟鎹<E69A9F>紙`literature-list-199.xlsx`锛?
3. 鈴?鍒涘缓 PICOS 鏍囧噯鏂囦欢锛坄picos-criteria.txt`锛?
4. 鈴?鍑嗗<E98D91>閲戞爣鍑嗘爣娉<E788A3>紙`gold-standard.json`锛?
5. 鈴?琛ュ厖 PDF 鏍锋湰鏁版嵁