feat(aia): Complete AIA V2.0 with universal streaming capabilities

Major Changes:
- Add StreamingService with OpenAI Compatible format
- Upgrade Chat component V2 with Ant Design X integration
- Implement AIA module with 12 intelligent agents
- Update API routes to unified /api/v1 prefix
- Update system documentation

Backend (~1300 lines):
- common/streaming: OpenAI Compatible adapter
- modules/aia: 12 agents, conversation service, streaming integration
- Update route versions (RVW, PKB to v1)

Frontend (~3500 lines):
- modules/aia: AgentHub + ChatWorkspace (100% prototype restoration)
- shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook
- Update API endpoints to v1

Documentation:
- AIA module status guide
- Universal capabilities catalog
- System overview updates
- All module documentation sync

Tested: Stream response verified, authentication working
Status: AIA V2.0 core completed (85%)

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

@@ -2,18 +2,18 @@
 
 **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>  
-**测试样本**: 用户真实数据 - 卒中二级预防研究（5篇文献）
+**瘚贝<EFBFBD><EFBFBD>瑟𧋦**: <EFBFBD>冽<EFBFBD><EFBFBD>笔<EFBFBD><EFBFBD>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>
 
-| 指标 | 结果 | 状态 | 说明 |
+| <EFBFBD><EFBFBD><EFBFBD> | 蝏𤘪<E89D8F> | <20>嗆<EFBFBD>?| 霂湔<E99C82> |
 |------|------|------|------|
-| **准确率** | 60% (3/5) | ⚠️ 中等 | 距离目标85%还有差距 |
-| **双模型一致率** | 100% (5/5) | ✅ 优秀 | 超过目标80% |
-| **排除判断准确率** | 100% (3/3) | ✅ 完美 | 应排除的文献全部正确 |
-| **纳入判断准确率** | 0% (0/2) | ❌ 失败 | 应纳入的文献全部误判 |
+| **<EFBFBD><EFBFBD>＆<EFBFBD>?* | 60% (3/5) | <EFBFBD>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) | <EFBFBD>?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<EFBFBD><EFBFBD>斗鱏<EFBFBD><EFBFBD>＆<EFBFBD>?* | 0% (0/2) | <EFBFBD>?憭梯揖 | 摨𠉛熙<F0A0899B>亦<EFBFBD><E4BAA6><EFBFBD>讃<EFBFBD>券<EFBFBD>霂臬ế |
 
 ---
 
@@ -22,35 +22,35 @@
 ### 銋见<E98A8B>瘚贝<E7989A>嚗𠄎GLT2<54>穃<EFBFBD><E7A983><EFBFBD><EFBFBD>
 
 **PICOS<4F><53><EFBFBD>**:
-- P: 2型糖尿病成人患者
+- P: 2<EFBFBD>讠<EFBFBD>撠輻<EFBFBD><EFBFBD>𣂷犖<EFBFBD><EFBFBD><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
 
-**结果**: 准确率60%，一致率70%
+**蝏𤘪<EFBFBD>**: <EFBFBD><EFBFBD>＆<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: 非心源性缺血性卒中患者、**亚洲人群**
-- I: 抗血小板/抗凝/溶栓药物（阿司匹林、氯吡格雷等）
+- P: <EFBFBD>𧼮<EFBFBD>皞鞉<EFBFBD>抒撩銵<EFBFBD><EFBFBD>批<EFBFBD>銝剜<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?*鈭𡁏散鈭箇黎**
+- I: <EFBFBD>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
 
-**结果**: 准确率60%，一致率100%
+**蝏𤘪<EFBFBD>**: <EFBFBD><EFBFBD>＆<EFBFBD>?0%嚗䔶<E59A97><E494B6>渡<EFBFBD>100%
 
 ---
 
 ## <20>働 <20>詨<EFBFBD><E8A9A8>𤑳緵
 
-### 发现1: 系统**确实具有泛化能力** ✅
+### <EFBFBD>𤑳緵1: 蝟餌<E89D9F>**蝖桀<E89D96><E6A180>瑟<EFBFBD>瘜𥕦<E7989C><F0A595A6>賢<EFBFBD>** <EFBFBD>?
 
 **霂<>旿**:
-1. 从糖尿病 → 卒中，PICOS完全不同，系统能理解
+1. 隞𡒊<EFBFBD>撠輻<EFBFBD> <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. 两个模型判断完全一致（100%）
+3. 銝支葵璅∪<EFBFBD><EFBFBD>斗鱏摰<EFBFBD><EFBFBD>銝<EFBFBD><EFBFBD>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>
 
@@ -58,17 +58,17 @@
 
 **霂臬ế獢<E1BABF><E78DA2>1**: 
 ```
-文献: 替格瑞洛 vs 氯吡格雷（TICA-CLOP研究）
+<EFBFBD><EFBFBD>讃: <20>踵聢<E8B8B5>墧<EFBFBD> vs 瘞臬𠴱<E887AC>潮𡺨嚗㇍ICA-CLOP<EFBFBD>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"
-- "急性期治疗（24小时内），非二级预防"
+- "<EFBFBD>交<EFBFBD>扳<EFBFBD>瘝餌<EFBFBD>嚗?4撠𤩺𧒄<F0A4A9BA><F0A79284><EFBFBD>嚗屸<E59A97>鈭𣬚漣憸<E6BCA3>俈"
 
-分析: AI严格执行了"亚洲人群"要求，但人类专家可能认为：
-- 研究结果可以参考（即使不是亚洲人群）
-- 或者用户实际想要的是"非心源性卒中"，地域不重要
+<EFBFBD><EFBFBD><EFBFBD>: AI銝交聢<EFBFBD>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?
+- <EFBFBD>𠉛弦蝏𤘪<EFBFBD><EFBFBD>臭誑<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>喃蝙銝齿糓鈭𡁏散鈭箇黎嚗?
+- <EFBFBD>𤥁<EFBFBD><EFBFBD>鍂<EFBFBD>瑕<EFBFBD><EFBFBD><EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><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**:
@@ -78,12 +78,12 @@ AI理由:
 AI: Excluded
 
 AI<EFBFBD><EFBFBD>眏:
-- "研究时间截止2019年，不符合2020年后要求"
+- "<EFBFBD>𠉛弦<EFBFBD>園𡢿<EFBFBD>芣迫2019撟湛<EFBFBD>銝滨泵<EFBFBD>?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分析本身发表在2020年后即可
+- Meta<EFBFBD><EFBFBD><EFBFBD><EFBFBD>祈澈<EFBFBD>𤏸”<EFBFBD>?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"
 ```
@@ -93,10 +93,10 @@ AI理由:
 **<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> |
 |------|--------|--------------|----------|
-| "亚洲人群" | 必须明确是亚洲 | 全球研究也可参考 | 地域限制的严格程度 |
-| "二级预防" | 排除急性期治疗 | 急性期后持续用药算 | 时间窗口的定义 |
-| "安慰剂对照" | 只能是安慰剂 | 另一种药物也算 | 对照类型的范围 |
-| "2020年后" | 研究时间在2020年后 | 发表时间在2020年后 | 时间标准的参照点 |
+| "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<EFBFBD>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<EFBFBD><EFBFBD><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<EFBFBD>" | <EFBFBD>𠉛弦<EFBFBD>園𡢿<EFBFBD>?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> |
 
 ---
 
@@ -106,18 +106,18 @@ AI理由:
 
 **蝷箔<E89DB7>**: "鈭𡁏散鈭箇黎"餈嗘葵閬<E891B5><E996AC>
 
-**方案A（AI当前理解）**:
+**<EFBFBD>寞<EFBFBD>A嚗㇁I敶枏<EFBFBD><EFBFBD><EFBFBD>圾嚗?*:
 ```
-if 文献明确说明是"北非人群":
-    → 不是亚洲人群 → 排除
+if <EFBFBD><EFBFBD>讃<EFBFBD>𡒊＆霂湔<EFBFBD><EFBFBD>?<3F>烾<EFBFBD>鈭箇黎":
+    <EFBFBD>?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:
-    → 可以纳入
-elif 文献虽然不是亚洲，但结果具有参考价值:
-    → 也可以纳入
+    <EFBFBD>?<3F>臭誑蝥喳<E89DA5>
+elif <EFBFBD><EFBFBD>讃<EFBFBD>賜<EFBFBD>銝齿糓鈭𡁏散嚗䔶<EFBFBD>蝏𤘪<EFBFBD><EFBFBD>瑟<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>遠<EFBFBD>?
+    <EFBFBD>?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>**
@@ -126,50 +126,50 @@ elif 文献虽然不是亚洲，但结果具有参考价值:
 
 ## <20>働 閫<><E996AB><EFBFBD>寞<EFBFBD>
 
-### 方案1: 优化Prompt（治标不治本）
+### <EFBFBD>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"
-- 增加灰度："急性期治疗如果持续用于预防也算"
+- 憓𧼮<EFBFBD><EFBFBD>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>**
 
-### 方案2: 用户自定义边界（治本） ⭐ **推荐**
+### <EFBFBD>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. 系统生成20种边界情况
-3. 用户确认每种情况是纳入/排除/不确定
+2. 蝟餌<EFBFBD><EFBFBD><EFBFBD><EFBFBD>20蝘滩器<EFBFBD>峕<EFBFBD><EFBFBD>?
+3. <EFBFBD>冽<EFBFBD>蝖株恕瘥讐<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>舐熙<EFBFBD>?<3F>㘾膄/銝滨＆摰?
 4. 蝟餌<E89D9F><E9A48C>箔<EFBFBD><E7AE94>冽<EFBFBD>蝖株恕<E6A0AA><E68195><EFBFBD>Prompt
 ```
 
-**为什么这是正确方案**:
-1. ✅ 让用户明确定义"什么算匹配"
-2. ✅ 避免AI过度猜测
-3. ✅ 适用于任何研究主题
-4. ✅ 可以持续学习优化
+**銝箔<EFBFBD>銋<EFBFBD><EFBFBD><EFBFBD>舀迤蝖格䲮獢?*:
+1. <EFBFBD>?霈拍鍂<E68B8D>瑟<EFBFBD>蝖桀<E89D96>銋?隞<>銋<EFBFBD><E98A8B><EFBFBD>寥<EFBFBD>"
+2. <EFBFBD>?<3F>踹<EFBFBD>AI餈<49>漲<EFBFBD>𨀣<EFBFBD>
+3. <EFBFBD>?<3F><>鍂鈭𦒘遙雿閧<E99BBF>蝛嗡蜓憸?
+4. <EFBFBD>?<3F>臭誑<E887AD><E8AA91>賒摮虫<E691AE>隡睃<E99AA1>
 
-**示例边界情况表**:
+**蝷箔<EFBFBD>颲寧<EFBFBD><EFBFBD><EFBFBD><EFBFBD>銵?*:
 | # | <20><><EFBFBD> | AI撱箄悅 | <20>冽<EFBFBD>蝖株恕 |
 |---|------|--------|----------|
-| 1 | 非心源性卒中 + 亚洲人群 + 抗血小板 + RCT | 纳入 | ✅ 纳入 |
-| 2 | 非心源性卒中 + **北非人群** + 抗血小板 + RCT | ❌ 排除 | ✅ **纳入**（用户纠正） |
-| 3 | 非心源性卒中 + 亚洲人群 + **急性期24h** + RCT | ❌ 排除 | ✅ **纳入**（用户纠正） |
-| 4 | 非心源性卒中 + 亚洲人群 + 对照为**另一种药** | ❌ 排除 | ✅ **纳入**（用户纠正） |
+| 1 | <EFBFBD>𧼮<EFBFBD>皞鞉<EFBFBD>批<EFBFBD>銝?+ 鈭𡁏散鈭箇黎 + <20>𡑒<EFBFBD>撠𤩺踎 + RCT | 蝥喳<E89DA5> | <20>?蝥喳<E89DA5> |
+| 2 | <EFBFBD>𧼮<EFBFBD>皞鞉<EFBFBD>批<EFBFBD>銝?+ **<EFBFBD>烾<EFBFBD>鈭箇黎** + <EFBFBD>𡑒<EFBFBD>撠𤩺踎 + RCT | <EFBFBD>?<3F>㘾膄 | <20>?**蝥喳<E89DA5>**嚗<>鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><E79487> |
+| 3 | <EFBFBD>𧼮<EFBFBD>皞鞉<EFBFBD>批<EFBFBD>銝?+ 鈭𡁏散鈭箇黎 + **<EFBFBD>交<EFBFBD>扳<EFBFBD>24h** + RCT | <EFBFBD>?<3F>㘾膄 | <20>?**蝥喳<E89DA5>**嚗<>鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><E79487> |
+| 4 | <EFBFBD>𧼮<EFBFBD>皞鞉<EFBFBD>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: 冲突检测逻辑 ✅ 已修复
+### Bug1: <EFBFBD>脩<EFBFBD>璉<EFBFBD>瘚钅<EFBFBD>餉<EFBFBD> <20>?撌脖耨憭?
 
 **銋见<E98A8B>**:
 ```typescript
-// PICO任一维度不同就标记冲突
+// PICO隞颱<EFBFBD>蝏游漲銝滚<EFBFBD>撠望<EFBFBD>霈啣<EFBFBD>蝒?
 if (P銝滚<EFBFBD> || I銝滚<EFBFBD> || C銝滚<EFBFBD> || S銝滚<EFBFBD> || conclusion銝滚<EFBFBD>) {
   hasConflict = true;
 }
@@ -177,13 +177,13 @@ if (P不同 || I不同 || C不同 || S不同 || conclusion不同) {
 
 **銋见<E98A8B>**:
 ```typescript
-// 只看conclusion是否一致
+// <EFBFBD>芰<EFBFBD>conclusion<EFBFBD>臬炏銝<EFBFBD><EFBFBD>?
 hasConflict = (conclusion1 !== conclusion2);
 ```
 
-**效果**: 一致率从70% → 100%
+**<EFBFBD><EFBFBD><EFBFBD>**: 銝<EFBFBD><EFBFBD>渡<EFBFBD>隞?0% <EFBFBD>?100%
 
-### Bug2: 决策比较逻辑 ✅ 已修复
+### Bug2: <EFBFBD>喟<EFBFBD>瘥磰<EFBFBD><EFBFBD>餉<EFBFBD> <20>?撌脖耨憭?
 
 **銋见<E98A8B>**:
 ```typescript
@@ -195,124 +195,124 @@ hasConflict = (conclusion1 !== conclusion2);
 normalize("Excluded") === normalize("Exclude")  // true
 ```
 
-**效果**: 准确率从0% → 60%（真实准确率）
+**<EFBFBD><EFBFBD><EFBFBD>**: <EFBFBD><EFBFBD>＆<EFBFBD><EFBFBD><EFBFBD>0% <EFBFBD>?60%嚗<EFBFBD><EFBFBD>摰𧼮<EFBFBD>蝖桃<EFBFBD>嚗?
 
 ---
 
-## 🎯 结论与建议
+## <EFBFBD>㴓 蝏栞捏銝𤾸遣霈?
 
-### ✅ 验证成功的假设
+### <EFBFBD>?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. **双模型策略有效**: 两个模型完全一致
+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. **边界情况定义**: 不同用户对"匹配"的理解不同
+1. **颲寧<EFBFBD><EFBFBD><EFBFBD><EFBFBD>摰帋<EFBFBD>**: 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. **无法猜测用户意图**: AI不知道用户真正想要什么
+3. **<EFBFBD>䭾<EFBFBD><EFBFBD>𨀣<EFBFBD><EFBFBD>冽<EFBFBD><EFBFBD>誩㦛**: AI銝滨䰻<EFBFBD>梶鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD>銋?
 
-### 📝 下一步行动（按优先级）
+### <EFBFBD><EFBFBD> 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>
 
-**选择A: 快速MVP（1-2天）** ⚠️ 不推荐
-- 放宽当前Prompt的判断标准
-- 手动调整"亚洲人群"、"二级预防"等要求
-- **问题**: 只对当前场景有效，不可扩展
+**<EFBFBD>㗇𥋘A: 敹恍<E695B9>𠵱VP嚗?-2憭抬<E686AD>** <20>𩤃<EFBFBD> 銝齿綫<E9BDBF>?
+- <EFBFBD>曉捐敶枏<EFBFBD>Prompt<EFBFBD><EFBFBD>ế<EFBFBD>剜<EFBFBD><EFBFBD>?
+- <EFBFBD>见𢆡靚<EFBFBD>㟲"鈭𡁏散鈭箇黎"<22>?鈭𣬚漣憸<E6BCA3>俈"蝑㕑<E89D91>瘙?
+- **<EFBFBD>桅<EFBFBD>**: <EFBFBD>芸笆敶枏<EFBFBD><EFBFBD>箸艶<EFBFBD>㗇<EFBFBD>嚗䔶<EFBFBD><EFBFBD>舀<EFBFBD>撅?
 
-**选择B: 基础PICOS配置（2-3天）** ⭐ 推荐
-- 前端：PICOS配置表单（纯文本输入）
+**<EFBFBD>㗇𥋘B: <20>箇<EFBFBD>PICOS<4F>滨蔭嚗?-3憭抬<E686AD>** 潃?<3F>刻<EFBFBD>
+- <EFBFBD>滨垢嚗䥪ICOS<EFBFBD>滨蔭銵典<EFBFBD>嚗<EFBFBD>滲<EFBFBD><EFBFBD>𧋦颲枏<EFBFBD>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>
 
-#### 中期行动（Week 2-3）
+#### 銝剜<EFBFBD>銵<EFBFBD>𢆡嚗Áeek 2-3嚗?
 
 **摰䂿緵<E482BF>箄<EFBFBD>颲寧<E9A2B2><E5AFA7><EFBFBD><EFBFBD>蝖株恕**:
-1. 用户输入PICOS → LLM分析生成20种边界情况
-2. 用户确认每种情况的处理方式
+1. <EFBFBD>冽<EFBFBD>颲枏<EFBFBD>PICOS <EFBFBD>?LLM<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>20蝘滩器<EFBFBD>峕<EFBFBD><EFBFBD>?
+2. <EFBFBD>冽<EFBFBD>蝖株恕瘥讐<EFBFBD><EFBFBD><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. 从用户纠正中学习（Few-shot）
+4. 隞𡒊鍂<EFBFBD>瑞<EFBFBD>甇<EFBFBD>葉摮虫<EFBFBD>嚗㇅ew-shot嚗?
 
 ---
 
 ## <20><> 瘚贝<E7989A><E8B49D>唳旿蝏蠘恣
 
-| 项目 | 数值 |
+| 憿寧𤌍 | <20>啣<EFBFBD>?|
 |------|------|
-| 测试样本数 | 5篇（2 Included + 3 Excluded） |
-| 正确判断 | 3篇（全部是Excluded） |
-| 错误判断 | 2篇（全部是Included误判为Excluded） |
+| 瘚贝<EFBFBD><EFBFBD>瑟𧋦<EFBFBD>?| 5蝭<35><E89DAD>2 Included + 3 Excluded嚗?|
+| 甇<EFBFBD>＆<EFBFBD>斗鱏 | 3蝭<33><E89DAD><EFBFBD>券<EFBFBD><E588B8>浩xcluded嚗?|
+| <EFBFBD>躰秤<EFBFBD>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) |
-| 平均处理时间 | 16.3秒/篇 |
-| Token消耗 | ~3000 tokens/篇（双模型） |
+| 撟喳<EFBFBD>憭<EFBFBD><EFBFBD><EFBFBD>園𡢿 | 16.3蝘?蝭?|
+| Token瘨<EFBFBD><EFBFBD>?| ~3000 tokens/蝭<EFBFBD><EFBFBD><EFBFBD>峕芋<EFBFBD>页<EFBFBD> |
 
 ---
 
-## 💬 用户反馈（需确认）
+## <EFBFBD>俥 <20>冽<EFBFBD><E586BD>漤<EFBFBD>嚗<EFBFBD><E59A97>蝖株恕嚗?
 
-**需要向用户确认的问题**:
+**<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD>冽<EFBFBD>蝖株恕<EFBFBD><EFBFBD>䔮憸?*:
 
-1. **"亚洲人群"的定义**:
-   - 必须是明确的亚洲人群？
+1. **"鈭𡁏散鈭箇黎"<22><><EFBFBD>銋?*:
+   - 敹<EFBFBD>◆<EFBFBD>舀<EFBFBD>蝖桃<EFBFBD>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. **"二级预防"的时间窗口**:
-   - 严格排除急性期治疗？
+2. **"鈭𣬚漣憸<EFBFBD>俈"<22><>𧒄<EFBFBD>渡<EFBFBD><E6B8A1>?*:
+   - 銝交聢<EFBFBD>㘾膄<EFBFBD>交<EFBFBD>扳<EFBFBD>瘝餌<EFBFBD>嚗?
    - 餈䀹糓<E480B9>交<EFBFBD>扳<EFBFBD><E689B3>擧<EFBFBD>蝏剔鍂<E58994>臭<EFBFBD>蝞梹<E89D9E>
 
-3. **"安慰剂对照"的范围**:
-   - 只能是安慰剂？
-   - 还是另一种药物对照也可以？
+3. **"摰㗇<EFBFBD><EFBFBD><EFBFBD>笆<EFBFBD>?<3F><><EFBFBD><EFBFBD>?*:
+   - <EFBFBD>芾<EFBFBD><EFBFBD>臬<EFBFBD><EFBFBD>啣<EFBFBD>嚗?
+   - 餈䀹糓<EFBFBD>虫<EFBFBD>蝘滩晓<EFBFBD>拙笆<EFBFBD>找<EFBFBD><EFBFBD>臭誑嚗?
 
-4. **"2020年后"的标准**:
+4. **"2020撟游<EFBFBD>"<22><><EFBFBD><EFBFBD>?*:
    - <20><><EFBFBD>蝛嗅<E89D9B>撅閙𧒄<E99699>湛<EFBFBD>
-   - 还是文献发表时间？
+   - 餈䀹糓<EFBFBD><EFBFBD>讃<EFBFBD>𤏸”<EFBFBD>園𡢿嚗?
 
-**这些问题的答案，将直接影响系统的判断标准！**
+**餈嗘<EFBFBD><EFBFBD>桅<EFBFBD><EFBFBD><EFBFBD><EFBFBD>獢<EFBFBD><EFBFBD>撠<EFBFBD>凒<EFBFBD>亙蔣<EFBFBD>滨頂蝏毺<EFBFBD><EFBFBD>斗鱏<EFBFBD><EFBFBD><EFBFBD>嚗?*
 
 ---
 
-## 🚀 下一步建议
+## <EFBFBD><EFBFBD> 銝衤<E98A9D>甇亙遣霈?
 
 ### <20>𤑳<EFBFBD><F0A491B3>刻<EFBFBD><E588BB>寞<EFBFBD>
 
-**阶段1: 本周完成** (2-3天)
+**<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. 用10-20篇真实数据测试
-4. 验证准确率能否达到75%+
+3. <EFBFBD>?0-20蝭<EFBFBD><EFBFBD>摰墧㺭<EFBFBD>格<EFBFBD>霂?
+4. 撉諹<EFBFBD><EFBFBD><EFBFBD>＆<EFBFBD><EFBFBD><EFBFBD><EFBFBD>西噢<EFBFBD>?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. 从纠正中学习（Few-shot）
-4. 目标准确率 85%+
+3. 隞𡒊<EFBFBD>甇<EFBFBD>葉摮虫<EFBFBD>嚗㇅ew-shot嚗?
+4. <EFBFBD>格<EFBFBD><EFBFBD><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. 案例库管理
+2. 獢<EFBFBD><EFBFBD>摨梶恣<EFBFBD>?
 3. <20><>賒摮虫<E691AE>隡睃<E99AA1>
 ```
 
 ---
 
-**报告人**: AI Assistant  
-**审核人**: [待用户确认]  
+**<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
 
 ---
 
-## 附录：详细测试日志
+## <EFBFBD><EFBFBD><EFBFBD>嚗朞祕蝏<EFBFBD><EFBFBD>霂閙𠯫敹?
 
 霂西<EFBFBD>: `backend/scripts/test-results/`