AIclinicalresearch/docs/03-业务模块/ASL-AI智能文献/05-开发记录/2025-11-18-卒中数据泛化测试报告.md

# <20>雴葉<E99BB4>唳旿瘜𥕦<E7989C><F0A595A6>賢<EFBFBD>瘚贝<E7989A><E8B49D>亙<EFBFBD>

**瘚贝<E7989A><E8B49D>交<EFBFBD>**: 2025-11-18  
**瘚贝<E7989A><E8B49D>桃<EFBFBD>**: 撉諹<E69289>蝟餌<E89D9F>撖嫣<E69296><E5ABA3>𣬚<EFBFBD>蝛嗡蜓憸条<E686B8>瘜𥕦<E7989C><F0A595A6>賢<EFBFBD>  
**瘚贝<E7989A><E8B49D>瑟𧋦**: <20>冽<EFBFBD><E586BD>笔<EFBFBD><E7AC94>唳旿 - <20>雴葉鈭𣬚漣憸<E6BCA3>俈<EFBFBD>𠉛弦嚗?蝭<><E89DAD><EFBFBD>殷<EFBFBD>

---

## <20><> 瘚贝<E7989A>蝏𤘪<E89D8F>

| <20><><EFBFBD> | 蝏𤘪<E89D8F> | <20>嗆<EFBFBD>?| 霂湔<E99C82> |
|------|------|------|------|
| **<EFBFBD><EFBFBD>＆<EFBFBD>?* | 60% (3/5) | <20>𩤃<EFBFBD> 銝剔<E98A9D> | 頝萘氖<E89098>格<EFBFBD>85%餈䀹<E9A488>撌株<E6928C> |
| **<EFBFBD>峕芋<EFBFBD>衤<EFBFBD><EFBFBD>渡<EFBFBD>** | 100% (5/5) | <20>?隡条<E99AA1> | 頞<><E9A09E><EFBFBD>格<EFBFBD>80% |
| **<EFBFBD>㘾膄<EFBFBD>斗鱏<EFBFBD><EFBFBD>＆<EFBFBD>?* | 100% (3/3) | <20>?摰𣬚<E691B0> | 摨娍<E691A8><E5A88D>斤<EFBFBD><E696A4><EFBFBD>讃<EFBFBD>券<EFBFBD>甇<EFBFBD>＆ |
| **蝥喳<E89DA5><E596B3>斗鱏<E69697><E9B18F>＆<EFBFBD>?* | 0% (0/2) | <20>?憭梯揖 | 摨𠉛熙<F0A0899B>亦<EFBFBD><E4BAA6><EFBFBD>讃<EFBFBD>券<EFBFBD>霂臬ế |

---

## <20>𥈡 瘚贝<E7989A><E8B49D>箸艶撖寞<E69296>

### 銋见<E98A8B>瘚贝<E7989A>嚗𠄎GLT2<54>穃<EFBFBD><E7A983><EFBFBD><EFBFBD>

**PICOS<4F><53><EFBFBD>**:
- P: 2<>讠<EFBFBD>撠輻<E692A0><E8BCBB>𣂷犖<F0A382B7><E78A96><EFBFBD>?
- I: SGLT2<54>穃<EFBFBD><E7A983><EFBFBD><EFBFBD>empagliflozin<69><6E>apagliflozin蝑㚁<E89D91>
- C: 摰㗇<E691B0><E39787><EFBFBD><EFBFBD>撣貉<E692A3><E8B289>埈<EFBFBD>
- O: 敹<><E695B9>蝞∠<E89D9E>撅<EFBFBD>嚗㇈ACE<43><45><EFBFBD>銵唬<E98AB5><E594AC>Ｕ<EFBFBD><EFBCB5><EFBFBD>銵<EFBFBD>蝞⊥香鈭∴<E988AD>
- S: RCT

**蝏𤘪<E89D8F>**: <20><>＆<EFBFBD>?0%嚗䔶<E59A97><E494B6>渡<EFBFBD>70%

### <20>祆活瘚贝<E7989A>嚗<EFBFBD><E59A97>銝凋<E98A9D>蝥折<E89DA5><E68A98>莎<EFBFBD>

**PICOS<4F><53><EFBFBD>**:
- P: <20>𧼮<EFBFBD>皞鞉<E79A9E>抒撩銵<E692A9><E98AB5>批<EFBFBD>銝剜<E98A9D><E5899C><EFBFBD><EFBFBD>?*鈭𡁏散鈭箇黎**
- I: <20>𡑒<EFBFBD>撠𤩺踎/<2F>堒<EFBFBD>/皞嗆<E79A9E><E59786>舐<EFBFBD>嚗<EFBFBD>燵<EFBFBD>詨龪<E8A9A8>𨰜<EFBFBD><F0A8B09C>偺<EFBFBD>⊥聢<E28AA5>瑞<EFBFBD>嚗?
- C: 摰㗇<E691B0><E39787><EFBFBD><EFBFBD>撣貉<E692A3>瘝餌<E7989D>
- O: <20>雴葉餈𥕦<E9A488><F0A595A6><EFBFBD><EFBFBD><EFBFBD>㻫<EFBFBD><E3BBAB><EFBFBD><EFBFBD>整<EFBFBD><E695B4>香鈭∠<E988AD>
- S: SR<53><52>CT<43><54>WE<57><45>BS

**蝏𤘪<E89D8F>**: <20><>＆<EFBFBD>?0%嚗䔶<E59A97><E494B6>渡<EFBFBD>100%

---

## <20>働 <20>詨<EFBFBD><E8A9A8>𤑳緵

### <20>𤑳緵1: 蝟餌<E89D9F>**蝖桀<E89D96><E6A180>瑟<EFBFBD>瘜𥕦<E7989C><F0A595A6>賢<EFBFBD>** <20>?

**霂<>旿**:
1. 隞𡒊<E99A9E>撠輻<E692A0> <20>?<3F>雴葉嚗釶ICOS摰<53><E691B0>銝滚<E98A9D>嚗𣬚頂蝏蠘<E89D8F><E8A098><EFBFBD>圾
2. 撖孵<E69296>霂交<E99C82><E4BAA4>斤<EFBFBD><E696A4><EFBFBD>讃<EFBFBD>斗鱏100%<25><>＆
3. 銝支葵璅∪<E79285><E288AA>斗鱏摰<E9B18F><E691B0>銝<EFBFBD><E98A9D>湛<EFBFBD>100%嚗?

**蝏栞捏**: **<EFBFBD>箸𧋦<EFBFBD><EFBFBD>挽<EFBFBD>鞟<EFBFBD>** - LLM<4C>臭誑<E887AD><E8AA91>圾銝滚<E98A9D><E6BB9A>𠉛弦銝駁<E98A9D><E9A781><EFBFBD>ICOS<4F><53><EFBFBD>

### <20>𤑳緵2: 蝟餌<E89D9F>**餈<><E9A488>靽嘥<E99DBD>** <20>𩤃<EFBFBD>

**霂臬ế獢<E1BABF><E78DA2>1**: 
```
<EFBFBD><EFBFBD>讃: <20>踵聢<E8B8B5>墧<EFBFBD> vs 瘞臬𠴱<E887AC>潮𡺨嚗㇍ICA-CLOP<4F>𠉛弦嚗?
鈭箇掩: Included
AI: Excluded

AI<EFBFBD><EFBFBD>眏:
- "<22>𠉛弦撖寡情銝箏<E98A9D><E7AE8F>硺犖蝢歹<E89DA2><E6ADB9>屸<EFBFBD>鈭𡁏散鈭箇黎"
- "<22>交<EFBFBD>扳<EFBFBD>瘝餌<E7989D>嚗?4撠𤩺𧒄<F0A4A9BA><F0A79284><EFBFBD>嚗屸<E59A97>鈭𣬚漣憸<E6BCA3>俈"

<EFBFBD><EFBFBD><EFBFBD>: AI銝交聢<E4BAA4>扯<EFBFBD>鈭?鈭𡁏散鈭箇黎"閬<><E996AC>嚗䔶<E59A97>鈭箇掩銝枏振<E69E8F>航<EFBFBD>霈支蛹嚗?
- <20>𠉛弦蝏𤘪<E89D8F><F0A498AA>臭誑<E887AD><E8AA91><EFBFBD><EFBFBD><EFBFBD><EFBFBD>喃蝙銝齿糓鈭𡁏散鈭箇黎嚗?
- <20>𤥁<EFBFBD><F0A4A581>鍂<EFBFBD>瑕<EFBFBD><E79195><EFBFBD><EFBFBD>閬<EFBFBD><E996AC><EFBFBD>?<3F>𧼮<EFBFBD>皞鞉<E79A9E>批<EFBFBD>銝?嚗<>𧑐<EFBFBD>煺<EFBFBD><E785BA>滩<EFBFBD>
```

**霂臬ế獢<E1BABF><E78DA2>2**:
```
<EFBFBD><EFBFBD>讃: <20>峕<EFBFBD> vs <20>閙<EFBFBD>Meta<74><61><EFBFBD>
鈭箇掩: Included
AI: Excluded

AI<EFBFBD><EFBFBD>眏:
- "<22>𠉛弦<F0A0899B>園𡢿<E59C92>芣迫2019撟湛<E6929F>銝滨泵<E6BBA8>?020撟游<E6929F>閬<EFBFBD><E996AC>"
- "撖寧<E69296>蝏<EFBFBD>糓<EFBFBD>閙<EFBFBD>嚗䔶<E59A97><E494B6>臬<EFBFBD><E887AC>啣<EFBFBD>"
- "<22>交<EFBFBD>扳<EFBFBD><72撠𤩺𧒄"

<EFBFBD><EFBFBD><EFBFBD>: AI銝交聢<E4BAA4>扯<EFBFBD>鈭<EFBFBD>熙<EFBFBD>交<EFBFBD><E4BAA4><EFBFBD><EFBFBD>雿<EFBFBD>犖蝐餃虾<E9A483>質恕銝綽<E98A9D>
- Meta<74><61><EFBFBD><EFBFBD>祈澈<E7A588>𤏸”<F0A48FB8>?020撟游<E6929F><E6B8B8>喳虾
- <20>閙<EFBFBD>瘝餌<E7989D>銋毺<E98A8B>"撣貉<E692A3>瘝餌<E7989D>"
- 72撠𤩺𧒄<F0A4A9BA><F0A79284><EFBFBD>憪讠<E686AA>瘝餌<E7989D>銋毺<E98A8B>"鈭𣬚漣憸<E6BCA3>俈"
```

### <20>𤑳緵3: **<2A>斗鱏<E69697><E9B18F><EFBFBD>摮睃銁甇找<E79487>** <20>㴓

**<EFBFBD>喲睸<EFBFBD>桅<EFBFBD>**:
| <20><><EFBFBD> | AI<41><49>圾 | 鈭箇掩<E7AE87>航<EFBFBD><E888AA><EFBFBD>圾 | 甇找<E79487><E689BE>交<EFBFBD> |
|------|--------|--------------|----------|
| "鈭𡁏散鈭箇黎" | 敹<>◆<EFBFBD>𡒊＆<F0A1928A>臭<EFBFBD>瘣?| <20>函<EFBFBD><E587BD>𠉛弦銋笔虾<E7AC94><E899BE><EFBFBD>?| <20>啣<EFBFBD><E595A3>𣂼<EFBFBD><F0A382BC><EFBFBD>艇<EFBFBD>潛<EFBFBD>摨?|
| "鈭𣬚漣憸<E6BCA3>俈" | <20>㘾膄<E398BE>交<EFBFBD>扳<EFBFBD>瘝餌<E7989D> | <20>交<EFBFBD>扳<EFBFBD><E689B3>擧<EFBFBD>蝏剔鍂<E58994>舐<EFBFBD> | <20>園𡢿蝒堒藁<E5A092><E89781><EFBFBD>銋?|
| "摰㗇<E691B0><E39787><EFBFBD>笆<EFBFBD>? | <20>芾<EFBFBD><E88ABE>臬<EFBFBD><E887AC>啣<EFBFBD> | <20>虫<EFBFBD>蝘滩晓<E6BBA9>拐<EFBFBD>蝞?| 撖寧<E69296>蝐餃<E89D90><E9A483><EFBFBD><EFBFBD><EFBFBD>?|
| "2020撟游<E6929F>" | <20>𠉛弦<F0A0899B>園𡢿<E59C92>?020撟游<E6929F> | <20>𤏸”<F0A48FB8>園𡢿<E59C92>?020撟游<E6929F> | <20>園𡢿<E59C92><F0A1A2BF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>抒<EFBFBD> |

---

## <20>㴓 <20>寞𧋦<E5AF9E>笔<EFBFBD><E7AC94><EFBFBD><EFBFBD>

### <20>桅<EFBFBD>銝滚銁Prompt嚗諹<E59A97><E8ABB9>銁**<2A><>瘙<EFBFBD><E79899><EFBFBD>𡒊＆**

**蝷箔<E89DB7>**: "鈭𡁏散鈭箇黎"餈嗘葵閬<E891B5><E996AC>

**<EFBFBD>寞<EFBFBD>A嚗㇁I敶枏<EFBFBD><EFBFBD><EFBFBD>圾嚗?*:
```
if <20><>讃<EFBFBD>𡒊＆霂湔<E99C82><E6B994>?<3F>烾<EFBFBD>鈭箇黎":
    <20>?銝齿糓鈭𡁏散鈭箇黎 <20>?<3F>㘾膄
```

**<EFBFBD>寞<EFBFBD>B嚗<EFBFBD>犖蝐餃虾<EFBFBD>賣<EFBFBD><EFBFBD>𨥈<EFBFBD>**:
```
if <20><>讃<EFBFBD><E8AE83>鉄鈭𡁏散鈭𡁶<E988AD><F0A181B6>唳旿:
    <20>?<3F>臭誑蝥喳<E89DA5>
elif <20><>讃<EFBFBD>賜<EFBFBD>銝齿糓鈭𡁏散嚗䔶<E59A97>蝏𤘪<E89D8F><F0A498AA>瑟<EFBFBD><E7919F><EFBFBD><EFBFBD><EFBFBD>遠<EFBFBD>?
    <20>?銋笔虾隞亦熙<E4BAA6>?
```

**銝斤<E98A9D><E696A4><EFBFBD>圾<EFBFBD>賢<EFBFBD><E8B3A2><EFBFBD><EFBFBD>雿<EFBFBD><E99BBF>閬<EFBFBD>鍂<EFBFBD>瑟<EFBFBD>蝖殷<E89D96>**

---

## <20>働 閫<><E996AB><EFBFBD>寞<EFBFBD>

### <20>寞<EFBFBD>1: 隡睃<E99AA1>Prompt嚗<74>祥<EFBFBD><E7A5A5><EFBFBD>瘝餅𧋦嚗?

**<EFBFBD>臭誑<EFBFBD>𡁶<EFBFBD>**:
- 霈周rompt<70>游捐<E6B8B8>橘<EFBFBD>"鈭𡁏散鈭箇黎"<22>嫣蛹"隡睃<E99AA1>鈭𡁏散鈭箇黎"
- 憓𧼮<E68693><F0A7BCAE>啣漲嚗?<3F>交<EFBFBD>扳<EFBFBD>瘝餌<E7989D>憒<EFBFBD><E68692><EFBFBD><EFBFBD>賒<EFBFBD>其<EFBFBD>憸<EFBFBD>俈銋毺<E98A8B>"

**<EFBFBD>桅<EFBFBD>**:
- <20>芸笆敶枏<E695B6>瘚贝<E7989A><E8B49D>㗇<EFBFBD>
- 銝衤<E98A9D>銝芰鍂<E88AB0>瑕虾<E79195>賣<EFBFBD><E8B3A3>𤤿㮾<F0A4A4BF>㵪<EFBFBD><E3B5AA>港艇<E6B8AF>潘<EFBFBD>
- **<2A>䭾<EFBFBD>閫<EFBFBD><E996AB><EFBFBD>寞𧋦<E5AF9E>桅<EFBFBD>**

### <20>寞<EFBFBD>2: <20>冽<EFBFBD><E586BD>芸<EFBFBD>銋㕑器<E39591>䕘<EFBFBD>瘝餅𧋦嚗?潃?**<2A>刻<EFBFBD>**

**<EFBFBD>其<EFBFBD><EFBFBD>齿<EFBFBD><EFBFBD>箇<EFBFBD><EFBFBD>寞<EFBFBD>**:
```
1. <20>冽<EFBFBD>颲枏<E9A2B2>PICOS + 蝥單<E89DA5><E596AE><EFBFBD><EFBFBD>
2. 蝟餌<E89D9F><E9A48C><EFBFBD><EFBFBD>20蝘滩器<E6BBA9>峕<EFBFBD><E5B395>?
3. <20>冽<EFBFBD>蝖株恕瘥讐<E798A5><E8AE90><EFBFBD><EFBFBD><EFBFBD>舐熙<E88890>?<3F>㘾膄/銝滨＆摰?
4. 蝟餌<E89D9F><E9A48C>箔<EFBFBD><E7AE94>冽<EFBFBD>蝖株恕<E6A0AA><E68195><EFBFBD>Prompt
```

**銝箔<E98A9D>銋<EFBFBD><E98A8B><EFBFBD>舀迤蝖格䲮獢?*:
1. <20>?霈拍鍂<E68B8D>瑟<EFBFBD>蝖桀<E89D96>銋?隞<>銋<EFBFBD><E98A8B><EFBFBD>寥<EFBFBD>"
2. <20>?<3F>踹<EFBFBD>AI餈<49>漲<EFBFBD>𨀣<EFBFBD>
3. <20>?<3F><>鍂鈭𦒘遙雿閧<E99BBF>蝛嗡蜓憸?
4. <20>?<3F>臭誑<E887AD><E8AA91>賒摮虫<E691AE>隡睃<E99AA1>

**蝷箔<E89DB7>颲寧<E9A2B2><E5AFA7><EFBFBD><EFBFBD>銵?*:
| # | <20><><EFBFBD> | AI撱箄悅 | <20>冽<EFBFBD>蝖株恕 |
|---|------|--------|----------|
| 1 | <20>𧼮<EFBFBD>皞鞉<E79A9E>批<EFBFBD>銝?+ 鈭𡁏散鈭箇黎 + <20>𡑒<EFBFBD>撠𤩺踎 + RCT | 蝥喳<E89DA5> | <20>?蝥喳<E89DA5> |
| 2 | <20>𧼮<EFBFBD>皞鞉<E79A9E>批<EFBFBD>銝?+ **<EFBFBD>烾<EFBFBD>鈭箇黎** + <20>𡑒<EFBFBD>撠𤩺踎 + RCT | <20>?<3F>㘾膄 | <20>?**蝥喳<E89DA5>**嚗<>鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><E79487> |
| 3 | <20>𧼮<EFBFBD>皞鞉<E79A9E>批<EFBFBD>銝?+ 鈭𡁏散鈭箇黎 + **<EFBFBD>交<EFBFBD>扳<EFBFBD>24h** + RCT | <20>?<3F>㘾膄 | <20>?**蝥喳<E89DA5>**嚗<>鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><E79487> |
| 4 | <20>𧼮<EFBFBD>皞鞉<E79A9E>批<EFBFBD>銝?+ 鈭𡁏散鈭箇黎 + 撖寧<E69296>銝?*<2A>虫<EFBFBD>蝘滩晓** | <20>?<3F>㘾膄 | <20>?**蝥喳<E89DA5>**嚗<>鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><E79487> |

---

## <20><> 靽桀<E99DBD>Bug<75>𡒊<EFBFBD><F0A1928A>寡<EFBFBD>

### Bug1: <20>脩<EFBFBD>璉<EFBFBD>瘚钅<E7989A>餉<EFBFBD> <20>?撌脖耨憭?

**銋见<E98A8B>**:
```typescript
// PICO隞颱<E99A9E>蝏游漲銝滚<E98A9D>撠望<E692A0>霈啣<E99C88>蝒?
if (P銝滚<EFBFBD> || I銝滚<EFBFBD> || C銝滚<EFBFBD> || S銝滚<EFBFBD> || conclusion銝滚<EFBFBD>) {
  hasConflict = true;
}
```

**銋见<E98A8B>**:
```typescript
// <20>芰<EFBFBD>conclusion<6F>臬炏銝<E7828F><E98A9D>?
hasConflict = (conclusion1 !== conclusion2);
```

**<EFBFBD><EFBFBD><EFBFBD>**: 銝<><E98A9D>渡<EFBFBD>隞?0% <20>?100%

### Bug2: <20>喟<EFBFBD>瘥磰<E798A5><E7A3B0>餉<EFBFBD> <20>?撌脖耨憭?

**銋见<E98A8B>**:
```typescript
"Excluded" === "Exclude"  // false嚗<65>之撠誩<E692A0><E8AAA9><EFBFBD><EFBFBD>蝻<EFBFBD>銝滚龪<E6BB9A>㵪<EFBFBD>
```

**銋见<E98A8B>**:
```typescript
normalize("Excluded") === normalize("Exclude")  // true
```

**<EFBFBD><EFBFBD><EFBFBD>**: <20><>＆<EFBFBD><EFBC86><EFBFBD>0% <20>?60%嚗<><E59A97>摰𧼮<E691B0>蝖桃<E89D96>嚗?

---

## <20>㴓 蝏栞捏銝𤾸遣霈?

### <20>?撉諹<E69289><E8ABB9>𣂼<EFBFBD><F0A382BC><EFBFBD><EFBFBD>霈?

1. **瘜𥕦<E7989C><F0A595A6>賢<EFBFBD>摮睃銁**: LLM<4C>臭誑<E887AD><E8AA91>圾銝滚<E98A9D><E6BB9A>𠉛弦銝駁<E98A9D><E9A781><EFBFBD>ICOS
2. **<EFBFBD>峕芋<EFBFBD>讠<EFBFBD><EFBFBD>交<EFBFBD><EFBFBD>?*: 銝支葵璅∪<E79285>摰<EFBFBD><E691B0>銝<EFBFBD><E98A9D>?
3. **<EFBFBD>箸𧋦Prompt獢<EFBFBD>沲<EFBFBD>舐鍂**: 撖寞<E69296>蝖桃<E89D96><E6A183>㘾膄<E398BE><E88684><EFBFBD><EFBFBD>斗鱏<E69697><E9B18F>＆

### <20>𩤃<EFBFBD> <20><>閬<EFBFBD>圾<EFBFBD>喟<EFBFBD><E5969F>桅<EFBFBD>

1. **颲寧<E9A2B2><E5AFA7><EFBFBD><EFBFBD>摰帋<E691B0>**: 銝滚<E98A9D><E6BB9A>冽<EFBFBD>撖?<3F>寥<EFBFBD>"<22><><EFBFBD>閫<EFBFBD><E996AB><EFBFBD>?
2. **餈<>漲靽嘥<E99DBD>**: 敶枏<E695B6>Prompt<70>曉<EFBFBD>鈭擧<E988AD><E693A7>方<EFBFBD>屸<EFBFBD>蝥喳<E89DA5>
3. **<EFBFBD>䭾<EFBFBD><EFBFBD>𨀣<EFBFBD><EFBFBD>冽<EFBFBD><EFBFBD>誩㦛**: AI銝滨䰻<E6BBA8>梶鍂<E6A2B6>瑞<EFBFBD>甇<EFBFBD><E79487>閬<EFBFBD><E996AC>銋?

### <20><> 銝衤<E98A9D>甇亥<E79487><E4BAA5>剁<EFBFBD><E58981>劐<EFBFBD><E58A90><EFBFBD>漣嚗?

#### 蝡见朖銵<E69C96>𢆡嚗<F0A286A1>𧋦<EFBFBD>剁<EFBFBD>

**<EFBFBD>㗇𥋘A: 敹恍<E695B9>𠵱VP嚗?-2憭抬<E686AD>** <20>𩤃<EFBFBD> 銝齿綫<E9BDBF>?
- <20>曉捐敶枏<E695B6>Prompt<70><74>ế<EFBFBD>剜<EFBFBD><E5899C>?
- <20>见𢆡靚<F0A286A1>㟲"鈭𡁏散鈭箇黎"<22>?鈭𣬚漣憸<E6BCA3>俈"蝑㕑<E89D91>瘙?
- **<2A>桅<EFBFBD>**: <20>芸笆敶枏<E695B6><E69E8F>箸艶<E7AEB8>㗇<EFBFBD>嚗䔶<E59A97><E494B6>舀<EFBFBD>撅?

**<EFBFBD>㗇𥋘B: <20>箇<EFBFBD>PICOS<4F>滨蔭嚗?-3憭抬<E686AD>** 潃?<3F>刻<EFBFBD>
- <20>滨垢嚗䥪ICOS<4F>滨蔭銵典<E98AB5>嚗<EFBFBD>滲<EFBFBD><E6BBB2>𧋦颲枏<E9A2B2>嚗?
- <20>𡒊垢嚗𡁜𢆡<F0A1819C><F0A286A1>rompt<70><74><EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>𤩺𤜯<F0A4A9BA>ｇ<EFBFBD>
- 瘚贝<E7989A>嚗𡁶鍂<F0A181B6>游<EFBFBD><E6B8B8>笔<EFBFBD><E7AC94>唳旿撉諹<E69289>
- **隡条<E99AA1>**: <20>𡁶鍂嚗<E98D82>虾<EFBFBD>拙<EFBFBD>

#### 銝剜<E98A9D>銵<EFBFBD>𢆡嚗Áeek 2-3嚗?

**摰䂿緵<E482BF>箄<EFBFBD>颲寧<E9A2B2><E5AFA7><EFBFBD><EFBFBD>蝖株恕**:
1. <20>冽<EFBFBD>颲枏<E9A2B2>PICOS <20>?LLM<4C><4D><EFBFBD><EFBFBD><EFBFBD><EFBFBD>20蝘滩器<E6BBA9>峕<EFBFBD><E5B395>?
2. <20>冽<EFBFBD>蝖株恕瘥讐<E798A5><E8AE90><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>䲮撘?
3. 蝟餌<E89D9F><E9A48C>箔<EFBFBD>蝖株恕<E6A0AA><E68195><EFBFBD>摰𡁜<E691B0><F0A1819C>鞛rompt
4. 隞𡒊鍂<F0A1928A>瑞<EFBFBD>甇<EFBFBD>葉摮虫<E691AE>嚗㇅ew-shot嚗?

---

## <20><> 瘚贝<E7989A><E8B49D>唳旿蝏蠘恣

| 憿寧𤌍 | <20>啣<EFBFBD>?|
|------|------|
| 瘚贝<E7989A><E8B49D>瑟𧋦<E7919F>?| 5蝭<35><E89DAD>2 Included + 3 Excluded嚗?|
| 甇<>＆<EFBFBD>斗鱏 | 3蝭<33><E89DAD><EFBFBD>券<EFBFBD><E588B8>浩xcluded嚗?|
| <20>躰秤<E8BAB0>斗鱏 | 2蝭<32><E89DAD><EFBFBD>券<EFBFBD><E588B8>涅ncluded霂臬ế銝慟xcluded嚗?|
| <20><>狍<EFBFBD>抒<EFBFBD> | 100% (2/2) |
| <20><>翧<EFBFBD>抒<EFBFBD> | 0% (0/3) |
| 撟喳<E6929F>憭<EFBFBD><E686AD><EFBFBD>園𡢿 | 16.3蝘?蝭?|
| Token瘨<6E><E798A8>?| ~3000 tokens/蝭<><E89DAD><EFBFBD>峕芋<E5B395>页<EFBFBD> |

---

## <20>俥 <20>冽<EFBFBD><E586BD>漤<EFBFBD>嚗<EFBFBD><E59A97>蝖株恕嚗?

**<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD>冽<EFBFBD>蝖株恕<EFBFBD><EFBFBD>䔮憸?*:

1. **"鈭𡁏散鈭箇黎"<22><><EFBFBD>銋?*:
   - 敹<>◆<EFBFBD>舀<EFBFBD>蝖桃<E89D96>鈭𡁏散鈭箇黎嚗?
   - 餈䀹糓<E480B9>函<EFBFBD><E587BD>𠉛弦銋笔虾隞亙<E99A9E><E4BA99><EFBFBD><EFBFBD>

2. **"鈭𣬚漣憸<E6BCA3>俈"<22><>𧒄<EFBFBD>渡<EFBFBD><E6B8A1>?*:
   - 銝交聢<E4BAA4>㘾膄<E398BE>交<EFBFBD>扳<EFBFBD>瘝餌<E7989D>嚗?
   - 餈䀹糓<E480B9>交<EFBFBD>扳<EFBFBD><E689B3>擧<EFBFBD>蝏剔鍂<E58994>臭<EFBFBD>蝞梹<E89D9E>

3. **"摰㗇<E691B0><E39787><EFBFBD>笆<EFBFBD>?<3F><><EFBFBD><EFBFBD>?*:
   - <20>芾<EFBFBD><E88ABE>臬<EFBFBD><E887AC>啣<EFBFBD>嚗?
   - 餈䀹糓<E480B9>虫<EFBFBD>蝘滩晓<E6BBA9>拙笆<E68B99>找<EFBFBD><E689BE>臭誑嚗?

4. **"2020撟游<E6929F>"<22><><EFBFBD><EFBFBD>?*:
   - <20><><EFBFBD>蝛嗅<E89D9B>撅閙𧒄<E99699>湛<EFBFBD>
   - 餈䀹糓<E480B9><E7B393>讃<EFBFBD>𤏸”<F0A48FB8>園𡢿嚗?

**餈嗘<E9A488><E59798>桅<EFBFBD><E6A185><EFBFBD><EFBFBD>獢<EFBFBD><E78DA2>撠<EFBFBD>凒<EFBFBD>亙蔣<E4BA99>滨頂蝏毺<E89D8F><E6AFBA>斗鱏<E69697><E9B18F><EFBFBD>嚗?*

---

## <20><> 銝衤<E98A9D>甇亙遣霈?

### <20>𤑳<EFBFBD><F0A491B3>刻<EFBFBD><E588BB>寞<EFBFBD>

**<EFBFBD>嗆挾1: <20>砍𪂹摰峕<E691B0>** (2-3憭?
```
1. 撘<><E69298>𩡗ICOS<4F>滨蔭<E6BBA8>屸𢒰嚗<F0A292B0><E59A97>蝡航”<E888AA>𤏪<EFBFBD>
2. 摰䂿緵<E482BF>冽<EFBFBD><E586BD>rompt<70><74><EFBFBD>嚗<EFBFBD><E59A97>蝡荔<E89DA1>
3. <20>?0-20蝭<30><E89DAD>摰墧㺭<E5A2A7>格<EFBFBD>霂?
4. 撉諹<E69289><E8ABB9><EFBFBD>＆<EFBFBD><EFBC86><EFBFBD><EFBFBD>西噢<E8A5BF>?5%+
```

**<EFBFBD>嗆挾2: Week 2** (憒<><E68692><EFBFBD>嗆挾1<E68CBE>𣂼<EFBFBD>)
```
1. 摰䂿緵<E482BF>箄<EFBFBD>颲寧<E9A2B2><E5AFA7><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
2. <20>冽<EFBFBD>鈭支<E988AD>蝖株恕<E6A0AA>箏<EFBFBD>
3. 隞𡒊<E99A9E>甇<EFBFBD>葉摮虫<E691AE>嚗㇅ew-shot嚗?
4. <20>格<EFBFBD><E6A0BC><EFBFBD>＆<EFBFBD>?85%+
```

**<EFBFBD>嗆挾3: V1.0** (憒<><E68692><EFBFBD>嗆挾2<E68CBE>𣂼<EFBFBD>)
```
1. 摰峕㟲<E5B395><E39FB2>漱鈭鍦<E988AD><E98DA6>滨蔭
2. 獢<><E78DA2>摨梶恣<E6A2B6>?
3. <20><>賒摮虫<E691AE>隡睃<E99AA1>
```

---

**<EFBFBD>亙<EFBFBD>鈭?*: AI Assistant  
**摰⊥瓲鈭?*: [敺<>鍂<EFBFBD>瑞＆霈也  
**<EFBFBD>交<EFBFBD>**: 2025-11-18  
**<EFBFBD><EFBFBD>𧋦**: v1.0

---

## <20><><EFBFBD>嚗朞祕蝏<E7A595><E89D8F>霂閙𠯫敹?

霂西<EFBFBD>: `backend/scripts/test-results/`