Files
AIclinicalresearch/docs/03-业务模块/DC-数据清洗整理/07-技术债务/Tool-C技术债务清单.md
HaHafeng 1b53ab9d52 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%)
2026-01-14 19:15:01 +08:00

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# Tool C 謚€譛ッ蛟コ蜉。貂<EFBDA1>
> **蛻帛サコ譌・譛<EFBDA5>**: 2025-12-06
> **譛€蜷取峩譁?*: 2025-12-06
> **蠖灘燕迚域悽**: Day 3 MVP螳梧<E89EB3>
> **莨伜<E88EA8>郤ァ蛻<EFBDA7>コ?*: P0-邏ァ諤?| P1-驥崎ヲ<E5B48E> | P2-荳ュ譛滉シ伜喧 | P3-髟ソ譛溯ァ<E6BAAF><EFBDA7>
---
## <20>搭 謚€譛ッ蛟コ蜉。讎りァ<E3828A>
| 郛門捷 | 蛟コ蜉。鬘?| 莨伜<E88EA8>郤?| 鬚<>ョ。蟾・譌カ | 蠖ア蜩崎激蝗エ | 隶。蛻呈慮髣エ |
|------|-------|--------|---------|---------|---------|
| TD-C-001 | Python Session迥カ諤∵戟荵<E6889F>喧 | P1 | 1螟?| 遞ウ螳壽€?| Day 5-6 |
| TD-C-002 | 謨ー謐ョ迚域悽邂。逅<EFBDA1>ク主屓貊?| P2 | 2螟?| 蜉溯<E89C89> | Week 3 |
| TD-C-003 | 螟ァ譁<EFBDA7>サカ諤ァ閭ス莨伜喧 | P2 | 1.5螟?| 諤ァ閭ス | Week 3 |
| TD-C-004 | AI Prompt謖∫サュ莨伜喧 | P1 | 謖∫サュ | 雍ィ驥<EFBDA8> | 謖∫サュ |
| TD-C-005 | 蜑咲ォッ蟇ケ隸拔I蠑€蜿?| P0 | 3螟?| 蜉溯<E89C89> | Day 4-5 |
| TD-C-006 | 螟肴揩蝨コ譎ッPrompt莨伜喧 | P2 | 0.5螟?| 雍ィ驥<EFBDA8> | Day 4 |
---
## <20>閥 P1: 驥崎ヲ<E5B48E>シ郁ソ第悄蠢<E68284><EFBFBD><E29885>
### TD-C-001: Python Session迥カ諤∵戟荵<E6889F>
**蠖灘燕髣ョ鬚<EFBDAE>**:
```python
# 蠖灘燕螳樒鴫<E6A892><EFBFBD>蟄倡サエ謚、Session迥カ諤?session_data = {} # 蟄伜惠蜀<E683A0>ュ倅ク?
# 髣ョ鬚假シ?# 1. Python譛榊苅驥榊星 竊?Session謨ー謐ョ荳「螟ア
# 2. 螟壼ョ樔セ矩Κ鄂?竊?雍溯スス蝮<EFBDBD>。。莨壼ッシ閾エ迥カ諤∽ク堺ク€閾?# 3. 譌<>豕募屓貊壼芦蜴<E88AA6>彰迚域<E8BF9A>?```
**蠖ア蜩<EFBFBD>**:
- 逕ィ謌キ菴馴ェ悟キョ<EFBFBD>蜷ッ譛榊苅蜷朱怙驥肴眠荳贋シ<EFBFBD><EFBFBD>サカ
- <EFBFBD>豕穂コ大次逕滄Κ鄂イ<EFBFBD>壻ク肴髪謖壼ョ樔セ<EFBFBD>
- 謨ー謐ョ螳牙<EFBFBD>諤ァ<EFBFBD><EFBFBD>蟄俶妙逕オ蜊ウ荳?
**莨伜喧譁ケ譯<EFBFBD>**:
**譁ケ譯<EFBFBD>: Redis謖<EFBFBD><EFBFBD>?*<EFBFBD>域耳闕撰シ<EFBFBD>
```python
# 菴ソ逕ィRedis蟄伜おSession迥カ諤?import redis
import pickle
class SessionManager:
def __init__(self):
self.redis_client = redis.Redis(host='localhost', port=6379)
def save_session(self, session_id, dataframe):
# 蠎丞<E8A08E>蛹縫ataFrame
serialized = pickle.dumps(dataframe)
# 蟄伜お蛻ーRedis<69>?0蛻<30>帖霑<E5B896>
self.redis_client.setex(
f"session:{session_id}",
600, # 10蛻<30>
serialized
)
def get_session(self, session_id):
data = self.redis_client.get(f"session:{session_id}")
if data:
return pickle.loads(data)
return None
```
**譁ケ譯<EFBDB9>: OSS謖∽ケ<E288BD><EFBDB9>?*
```python
# 豈乗ャ。謫堺ス懷錘菫晏ュ伜芦OSS
def save_to_oss(session_id, dataframe):
# 蠎丞<E8A08E>蛹紋クコParquet譬シ蠑擾シ磯ォ俶譜<E4BFB6><E8AD9C>
buffer = io.BytesIO()
dataframe.to_parquet(buffer)
# 荳贋シ<E8B48B>蛻ーOSS
oss_key = f"dc/tool-c/sessions/{session_id}/current.parquet"
oss_client.put_object(oss_key, buffer.getvalue())
```
**螳樊命隶。蛻<EFBDA1>**:
- Day 5: 螳樒鴫Redis髮<73><E9ABAE>
- Day 6: 豬玖ッ穂ク朱Κ鄂?
---
### TD-C-004: AI Prompt謖∫サュ莨伜喧
**蠖灘燕髣ョ鬚<EFBDAE>**:
- 10荳ェFew-shot遉コ萓句庄閭ス荳榊、溯ヲ<E6BAAF>尠謇€譛牙惻譎?- 譟蝉コ帛、肴揩蛹サ逍怜惻譎ッAI逅<49>ァ」荳榊㊥遑?- 莉」遐∫函謌占エィ驥丈セ晁オ縫eepSeek-V3諤ァ閭ス
**莨伜喧譁ケ蜷<EFBDB9>**:
**1. 謇ゥ螻彦ew-shot蠎?*
```python
# 蠖灘燕<E78198>?0荳ェ遉コ萓?# 逶ョ譬<EFBDAE>シ?0-30荳ェ遉コ萓具シ悟<EFBDBC>邀サ蟄伜お
few_shot_library = {
"basic": [...], # 蝓コ遑€<C280>エ暦シ?0荳ェ<E88DB3><EFBDAA>
"medical": [...], # 蛹サ逍嶺ク謎ク夲シ?0荳ェ<E88DB3><EFBDAA>
"advanced": [...] # 鬮倡コァ蛻<EFBDA7><EFBFBD>?0荳ェ<E88DB3><EFBDAA>
}
# 譬ケ謐ョ逕ィ謌キ髴€豎ょ勘諤<E58B98>€画叫逶ク蜈ウ遉コ萓<EFBDBA>
def select_relevant_examples(user_message):
# 隸ュ荵牙源驟肴怙逶ク蜈ウ逧?荳ェ遉コ萓? ...
```
**2. 逕ィ謌キ蜿埼ヲ域噺髮<E599BA>**
```python
# 隶ー蠖柊I逕滓<E98095>螟ア雍・逧<EFBDA5>惻譎?failed_cases = []
# 螳壽悄蛻<E68284><EFBFBD>梧キサ蜉<EFBDBB>譁ー遉コ萓<EFBDBA>
def analyze_failures():
# 謇セ蜃コ鬮倬「大、ア雍・蝨コ譎ッ
# 莠コ蟾・郛門<E9839B>Few-shot
# 譖エ譁ーSystem Prompt
```
**3. 螟壽ィ。蝙句、<E58FA5>€?*
```python
# 荳サ<E88DB3>咼eepSeek-V3<56>€ァ莉キ豈秘ォ假シ?# 螟<>シ哦PT-4<>郁エィ驥城ォ假シ梧<EFBDBC>譛ャ鬮假シ?# 螟<>シ咾laude-3.5<EFBFBD>井サ」遐∬<EFBFBD>蜉帛シコ<EFBFBD>?
if deepseek_fails:
retry_with_gpt4()
```
**螳樊命隶。蛻<EFBDA1>**:
- 謖∫サュ謾カ髮<EFBDB6>、ア雍・譯井セ<E4BA95>
- 豈乗怦莨伜喧1谺。Prompt
- 豬玖ッ募<EFBDAF>莉豊LM讓。蝙<EFBDA1>
---
## <20>泯 P2: 荳ュ譛滉シ伜喧<E4BC9C>?-2荳ェ譛茨シ?
### TD-C-002: 謨ー謐ョ迚域悽邂。逅<EFBDA1>ク主屓貊?
**蠖灘燕髣ョ鬚<EFBDAE>**:
- AI豈乗ャ。謫堺ス憺<EFBDBD>逶エ謗・菫ョ謾ケ蠖灘燕謨ー謐?- 譌<>豕墓彫髞€/蝗樊サ壼芦荵句燕迥カ諤?- 譌<>豕募ッケ豈比ク榊酔迚域悽
**莨伜喧譁ケ譯<EFBDB9>**:
**迚域悽邂。逅<EFBDA1>楔譫<E6A594>**:
```python
# 豈乗ャ。謫堺ス懷錘菫晏ュ伜ソォ辣?class DataVersionManager:
def save_version(self, session_id, dataframe, operation_desc):
version_id = str(uuid.uuid4())
# 菫晏ュ伜芦OSS<53><53>arquet譬シ蠑擾シ悟視郛ゥ鬮俶譜<E4BFB6><E8AD9C>
oss_key = f"dc/tool-c/sessions/{session_id}/versions/{version_id}.parquet"
dataframe.to_parquet(oss_key)
# 蜈<>焚謐ョ蟄俶焚謐ョ蠎? db.save({
"session_id": session_id,
"version_id": version_id,
"operation": operation_desc,
"timestamp": now(),
"row_count": len(dataframe),
"file_size": ...
})
def rollback(self, session_id, version_id):
# 莉三SS諱「螟<EFBDA2>
dataframe = pd.read_parquet(oss_key)
return dataframe
```
**蜑咲ォッ螻慕、コ**:
```typescript
// 迚域悽蜴<E682BD>彰蛻苓。ィ
<Timeline>
<TimelineItem>
迚域悽1: 荳贋シ<EFBFBD> (100?
</TimelineItem>
<TimelineItem>
迚域悽2: <EFBFBD>?(95? [
</TimelineItem>
<TimelineItem>
迚域悽3: MI (95? []
</TimelineItem>
</Timeline>
```
**謌先悽莨ー邂<EFBDB0>**:
- 豈丈クェ迚域悽~1-5MB<4D><42>arquet蜴狗シゥ蜷趣シ<E8B6A3>
- 10荳ェ迚域<E8BF9A>?= 10-50MB
- OSS謌先悽<E58588>夲ソ・0.01-0.05/Session
**螳樊命隶。蛻<EFBDA1>**:
- Week 3: 蜷守ォッ迚域悽邂。逅<EFBDA1>
- Week 4: 蜑咲ォッUI + 豬玖ッ<E78E96>
---
### TD-C-003: 螟ァ譁<EFBDA7>サカ諤ァ閭ス莨伜喧
**蠖灘燕髯仙宛**:
-<>サカ螟ァ蟆擾シ?0MB
- 陦梧焚髯仙宛<E4BB99>嘸50,000陦?- 蜑咲ォッ鬚<EFBDAF>ァ茨シ?00陦?
**莨伜喧逶ョ譬<EFBDAE>**:
-<>サカ螟ァ蟆擾シ?0MB
- 陦梧焚髯仙宛<E4BB99>?00,000陦?- 蜑咲ォッ鬚<EFBDAF>ァ茨シ夊劒諡滓サ壼<EFBDBB>?
**謚€譛ッ譁ケ譯?*:
**1. 豬∝シ丞、<E4B89E>**
```python
# 蛻<>摎隸サ蜿門、ァ譁<EFBDA7>サ?def process_large_file(file_path):
chunk_size = 10000 # 豈乗ャ。螟<EFBDA1>炊1荳<31><EFBFBD>
for chunk in pd.read_csv(file_path, chunksize=chunk_size):
# 蛻<>摎螟<E6918E>
process_chunk(chunk)
```
**2. Apache Arrow髮<77><E9ABAE>**
```python
# 菴ソ逕ィArrow鬮俶€ァ閭ス蛻怜シ丞ュ伜お
import pyarrow as pa
import pyarrow.parquet as pq
# Node.js 竊?Python 謨ー謐ョ莨<EFBDAE><EFBFBD>
# 菴ソ逕ィArrow IPC譬シ蠑擾シ域ッ寧SON蠢?0-100蛟搾シ<E690BE>
```
**3. 蜑咲ォッ陌壽供貊壼勘**
```typescript
// 菴ソ逕ィAG Grid逧<64>劒諡滓サ壼<EFBDBB>?<AgGridReact
rowModelType="infinite"
cacheBlockSize={100}
maxBlocksInCache={10}
/>
```
**螳樊命隶。蛻<EFBDA1>**:
- Week 3: 豬∝シ丞、<E4B89E>炊 + Arrow
- Week 4: 蜑咲ォッ陌壽供貊壼勘
---
## <20>泯 P2: 荳ュ譛滉シ伜喧<E4BC9C>?-2荳ェ譛茨シ?
### TD-C-006: 螟肴揩蝨コ譎ッPrompt莨伜喧<E4BC9C><E596A7>ay 3豬玖ッ暮逡呻シ?
**蠖灘燕髣ョ鬚<EFBDAE>**:
Day 3豬玖ッ穂クュ<EFBDB8><EFBDAD>2荳ェ螟肴揩蝨コ譎ッ謖∫サュ雜<EFBDAD>慮螟ア雍・<E99B8D><EFBDA5>3谺。驥崎ッ暮<EFBDAF>螟ア雍・<E99B8D>会シ<E4BC9A>
- **遉コ萓<EFBDBA>2<EFBFBD>壽焚蛟シ蛻玲ク<E78EB2><EFBFBD>**<2A><>reatinine蛻怜、<E6809C><EFBFBD>悟桁蜷ォ`<0.1`遲臥音谿顔ャヲ蜿キ<EFBFBD><EFBFBD>
- **遉コ萓<EFBDBA>7<EFBFBD>壽匱閭ス蜴サ驥?*<2A>域律譛溯ァ」譫?+ 謗貞コ<E8B29E> + 蜴サ驥搾シ?
**螟ア雍・蜴溷屏蛻<E5B18F>梵**:
```
笶?遉コ萓<EFBDBA>2螟ア雍・: timeout of 60000ms exceeded
逕ィ謌キ髴€豎? 謚劃reatinine蛻鈴㈹逧<E388B9>撼謨ー蟄礼ャヲ蜿キ蜴サ謗会シ?0.1謖?.05螟<EFBFBD><EFBFBD>瑚スャ荳コ謨ー蛟シ邀サ蝙?
髣ョ鬚假シ? - 髴€豎よ緒霑ー螟肴揩<E882B4><E68FA9>3荳ェ蟄蝉ササ蜉。<E89C89>壼悉隨ヲ蜿キ + 迚ケ谿雁€シ螟<EFBDBC><E89E9F>?+ 邀サ蝙玖スャ謐「<E8AC90>? - AI逅<49>ァ」荳榊㊥遑ョ<E98191>檎函謌千噪莉」遐∵怏騾サ霎鷹漠隸ッ
- 3谺。驥崎ッ穂サ肴裏豕穂ソョ豁」
笶?遉コ萓<EFBDBA>7螟ア雍・: timeout of 60000ms exceeded
逕ィ謌キ髴€豎? 謖英atient_id蜴サ驥搾シ御ソ晉蕗check_date譛€譁ー逧<EFBDB0>ョー蠖<EFBDB0>
髣ョ鬚假シ? - 譌・譛溷<E8AD9B>蜿ッ閭ス蛹<EFBDBD>性螟夂ァ肴<EFBDA7>シ蠑? - 謗貞コ<E8B29E> + 蜴サ驥咲噪扈<E599AA>粋騾サ霎大、肴揩
- AI逕滓<E98095><EFBFBD>サ」遐∵鴬陦悟<E999A6>髞吝錘髫セ莉・閾ェ謌台ソョ豁」
```
**莨伜喧譁ケ譯<EFBDB9>**:
**譁ケ譯<EFBDB9>: 蠅槫シコFew-shot遉コ萓<EFBDBA>**
```python
# 荳コ霑吩ク、荳ェ蝨コ譎ッ豺サ蜉<EFBDBB>譖エ隸ヲ扈<EFBDA6>噪Few-shot遉コ萓<EFBDBA>
### 遉コ萓<EFBDBA>: 螟肴揩謨ー蛟シ貂<EFBDBC>エ暦シ亥性迚ケ谿顔ャヲ蜿キ<E89CBF><EFBDB7>
逕ィ謌キ: 謚願l驟仙<EFBFBD>驥檎噪髱樊焚蟄礼ャヲ蜿キ<EFBFBD><EFBFBD>>?<EFBFBD>牙悉謗会シ<EFBFBD><0.1?.05<EFBFBD><EFBFBD>瑚スャ荳コ謨ー蛟?<EFBFBD>:
\`\`\`python
try:
# 隨?豁・<E8B181>壼悉髯、隨ヲ蜿キ
df['creatinine_clean'] = df['creatinine'].astype(str).str.replace('>', '').str.replace('<', '')
# 隨?豁・<E8B181>壼、<E5A3BC>炊迚ケ谿雁€? df.loc[df['creatinine_clean'] == '0.1', 'creatinine_clean'] = '0.05'
# 隨?豁・<E8B181>夊スャ荳コ謨ー蛟? df['creatinine_numeric'] = pd.to_numeric(df['creatinine_clean'], errors='coerce')
print(f'<EFBFBD>エ怜ョ梧<EFBFBD><EFBFBD>嘴df["creatinine_numeric"].notna().sum()}荳ェ譛画譜蛟?)
except Exception as e:
print(f'髞呵ッッ: {e}')
\`\`\`
隸エ譏<EFBFBD>: <EFBFBD><EFBFBD>炊螟肴揩貂<EFBFBD>エ嶺ササ蜉<EFBFBD><EFBFBD>蜴サ隨ヲ蜿キ<EFBFBD><EFBFBD><EFBFBD>炊迚ケ谿雁€<EFBFBD>梧怙蜷手スャ邀サ蝙<EFBFBD>
```
**譁ケ譯<EFBDB9>: 莨伜喧System Prompt**
```typescript
## <EFBFBD>
1. **<EFBFBD>?*<EFBFBD><EFBFBD><EFBFBD><EFBFBD>??<EFBFBD>谿€??<EFBFBD>?2. **<EFBFBD>**<EFBFBD><EFBFBD>pd.to_datetime()€<EFBFBD><EFBFBD>
3. **<EFBFBD><EFBFBD>**<EFBFBD><EFBFBD>ソ<EFBFBD>
4. **<EFBFBD>**<EFBFBD>ソtry-except蛹<EFBFBD>?```
**譁ケ譯<EFBDB9>: 隹<>紛驥崎ッ慕ュ也払**
```typescript
// 髓亥ッケ迚ケ螳夐漠隸ッ邀サ蝙具シ梧署萓帶峩譏守。ョ逧<EFBDAE>ソョ豁」謠千、?if (error.includes('譌・譛<EFBDA5>') || error.includes('datetime')) {
enhancedMessage = `${userMessage}
豕ィ諢擾シ壽律譛溷<E8AD9B>蜿ッ閭ス蛹<EFBDBD>性郛コ螟ア蛟シ謌匁<E8AC8C>シ蠑丈ク堺ク€閾エ<E996BE>瑚ッキ<EFBDAF><EFBDB7>
1. 菴ソ逕ィ pd.to_datetime(df['date'], errors='coerce')
2. 蛻<>髯、譌・譛滉クコNaT逧<54><EFBFBD>
3. 蜀崎ソ幄。梧賜蠎丞柱蜴サ驥港;
}
```
**螳樊命隶。蛻<EFBDA1>**:
- Day 4: 螳樒鴫譁ケ譯<EFBDB9><E8ADAF>亥「槫シコFew-shot遉コ萓具シ?- Day 4: 螳樒鴫譁ケ譯<EFBDB9><E8ADAF>井シ伜喧System Prompt<70>?- Day 5: 豬玖ッ穂シ伜喧謨域棡<E59F9F>育岼譬<E5B2BC>シ夐€夊ソ<E5A48A>紫霎セ蛻?5%+<2B>?
**鬚<>悄謨域棡**:
- 騾夊ソ<E5A48A>紫莉<E7B4AB>81.8%謠仙合蛻?5%+
- 螟肴揩蝨コ譎ッ荳€谺。謌仙粥邇<E7B2A5>署蜊<E7BDB2>50%
- 逕ィ謌キ菴馴ェ梧隼蝟<E99ABC>シ亥㍼蟆醍ュ牙セ<E78999>慮髣エ<E9ABA3><EFBDB4>
---
## <20>泙 P3: 髟ソ譛溯ァ<E6BAAF><EFBDA7><EFBFBD>?荳ェ譛<EFBDAA>+<2B>?
### TD-C-007: 蛹サ蟄ヲ荳謎ク壼粥閭ス蠅槫シコ
> **蛻帛サコ譌・譛<EFBDA5>**: 2025-12-08
> **譚・貅<EFBDA5>**: 蛹サ蟄ヲ扈溯ョ。蛻<EFBDA1>梵荳灘ョカ螳。譟・蜿埼ヲ<E59FBC>
> **莨伜<E88EA8>郤?*: P3<50>亥粥閭ス謖蛾聴MVP螳梧<E89EB3>蜷惹シ伜<EFBDBC>螳樊命<E6A88A><E591BD>
**閭梧勹**<EFBFBD>?蠖灘燕蟾・蜈キC蜉溯<E89C89>謖蛾聴蠑€蜿題ョ。蛻抵シ<E68AB5>1.0<EFBFBD>我クサ隕<EFBFBD>擇蜷鷹€夂畑謨ー謐ョ貂<EFBFBD>エ怜惻譎ッ縲ょ現蟄ヲ荳謎ク壼ョ。譟・蜿醍鴫<EFBFBD>碁宙蟇ケ荳エ蠎顔<EFBFBD>皮ゥカ謨ー謐ョ逧<EFBFBD>音谿企怙豎ゑシ碁怙隕∝「槫刈莉・荳倶ク謎ク壼粥閭ス縲?
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#### 7.1 蠑ょクク蛟シ譽€豬句勣<E58FA5>井シ伜<EFBDBC>郤ァ<E983A4>夐ォ假シ?
**蛹サ蟄ヲ閭梧勹**<2A>?- 荳エ蠎頑焚謐ョ蟶ク蟄伜惠蠖募<E8A096>髞呵ッッ<EFBDAF>亥ヲゑシ壼ケエ鮴<EFBDB4>999蟯√€∽ス馴<EFBDBD>?00kg<6B>?- 莉ェ蝎ィ謨<EFBDA8>囿蟇シ閾エ逧<EFBDB4>シょクク隸サ謨?- 髴€隨ヲ蜷井クエ蠎願激蝗エ逧<EFBDB4>焚謐ョ鬪瑚ッ?
**蜉溯<E89C89>隶セ隶。**<EFBFBD>?```
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 蠑ょクク蛟シ譽€豬? 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 騾画叫蛻暦シ喙陦€邉?笆シ] 笏?笏? 笏?笏? 譽€豬区婿豕包シ<E58C85> 笏?笏? 笳?荳エ蠎願激蝗エ<E89D97>域耳闕撰シ<E692B0> 笏?笏? 豁」蟶ク闌<EFBDB8><EFBFBD>喙3.9___] - [6.1___] 笏?笏? 譚・貅撰シ喙ADA謖<41>漉 笆シ] 笏?笏? 笏?笏? 笳?扈溯ョ。蟄ヲ譁ケ豕? 笏?笏? IQR豕包シ<E58C85>1.5蛟榊屁蛻<EFBFBD>ス崎キ晢シ<EFBFBD> 笏?笏? Z-score豕包シ按ア3譬<33>㊥蟾ョ<E89FBE><EFBDAE> 笏?笏? 笏?笏? 螟<>炊譁ケ蠑擾シ? 笏?笏? 笳?莉<><E88E89><EFBFBD>ョ? 笳?蛻<>髯、 笳?譖ソ謐「荳コ郛コ螟? 笏?笏? 笏?笏? 譽€豬句芦<E58FA5>?3荳ェ蠑ょクク蛟? 笏?笏? [譟・逵玖ッヲ諠<EFBDA6> 笏?笏? 笏?笏? [蜿匁カ<E58C81> [謇ァ陦珪 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?```
**螳樒鴫隕∫せ**<2A>?- 蜀<>スョ蟶ク逕ィ荳エ蠎願激蝗エ<E89D97>亥ケエ鮴?-120縲。MI 10-80縲∬。€邉?-30遲会シ<E4BC9A>
- 謾ッ謖∬<E8AC96>螳壻ケ芽激蝗?- 蜿ッ隗<EFBDAF>喧蠑ょクク蛟シ蛻<EFBDBC><EFBFBD>シ育ョア郤ソ蝗セ<E89D97><EFBDBE>
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#### 7.2 蜊穂ス崎スャ謐「蝎ィ<E89D8E>井シ伜<EFBDBC>郤ァ<E983A4>夐ォ假シ<E58187>
**蛹サ蟄ヲ閭梧勹**<2A>?- 荳榊酔蝗ス螳カ/蛹サ髯「菴ソ逕ィ荳榊酔蜊穂ス<E7A982>
- 譁<>鍵meta蛻<61>梵髴€隕∫サ滉ク€蜊穂ス<E7A982>
- 蟶ク隗∬スャ謐「髞呵ッッ蟇シ閾エ謨ー謐ョ荳榊庄逕?
**蜉溯<E89C89>隶セ隶。**<2A>?```
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 蛹サ蟄ヲ蜊穂ス崎スャ謐「 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 騾画叫蛻暦シ喙陦€邉?笆シ] 笏?笏? 笏?笏? 蠖灘燕蜊穂ス搾シ喙mg/dL 笆シ] 笏?笏? 逶ョ譬<EFBDAE>黒菴搾シ喙mmol/L 笆シ] 笏?笏? 笏?笏? 蟶ク逕ィ霓ャ謐「<E8AC90>? 笏?笏? 窶?陦€邉? mg/dL 竊?mmol/L (テキ18.018) 笏?笏? 窶?陦€閼? mg/dL 竊?mmol/L 笏?笏? 窶?菴馴㍾: kg 竊?lb (テ<>2.20462) 笏?笏? 窶?霄ォ鬮<EFBDAB>: cm 竊?inch 笏?笏? 窶?閧碁<E996A7>: mg/dL 竊?ホシmol/L 笏?笏? 笏?笏? 笘托ク<E68998> 蛻帛サコ譁ー蛻<EFBDB0> 笏?笏? 譁ー蛻怜錐<E6809C>喙陦€邉棒mmol_L_________] 笏?笏? 笏?笏? 鬚<>ァ茨シ?.5 mg/dL 竊?0.31 mmol/L 笏?笏? 笏?笏? [蜿匁カ<E58C81> [謇ァ陦珪 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?```
**螳樒鴫隕∫せ**<2A>?- 蜀<>スョ蛹サ蟄ヲ蟶ク逕ィ霓ャ謐「蜈ャ蠑<EFBDAC>
- 謾ッ謖∵音驥剰スャ謐「
- 閾ェ蜉ィ鬪瑚ッ∬スャ謐「蜷守噪蜷育炊諤?
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#### 7.3 譌・譛溯ョ。邂怜勣<E6809C>井シ伜<EFBDBC>郤ァ<E983A4>夐ォ假シ<E58187>
**蛹サ蟄ヲ閭梧勹**<2A>?- 隶。邂怜ケエ鮴<EFBDB4>€<EFBFBD>囂隶ソ譌カ髣エ縲∫函蟄俶慮髣エ譏ッ鬮倬「鷹怙豎?- 譌・譛滓<E8AD9B>シ蠑丈ク咲サ滉ク€<EFBDB8>?025-01-01 vs 2025/1/1<>?- 髴€隕∝、<E2889D>炊髣ー蟷エ縲∵慮髣エ遯礼ュ牙、肴揩蝨コ譎?
**蜉溯<E89C89>隶セ隶。**<2A>?```
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 譌・譛<EFBDA5>/譌カ髣エ隶。邂<EFBDA1> 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 隶。邂礼アサ蝙具シ? 笏?笏? 笳?隶。邂怜ケエ鮴<EFBDB4>シ井サ主<EFBDBB>逕滓律譛滂シ? 笏?笏? 蜃コ逕滓律譛溷<E8AD9B><E6BAB7>喙birth_date 笆シ] 笏?笏? 蜿り€<E3828A>律譛滂シ壺<EFBDBC>?莉雁、ゥ 笳?謖<>ョ壼<EFBDAE>? 笏?笏? 譁ー蛻怜錐<E6809C>喙蟷エ鮴Ю________] 笏?笏? 笏?笏? 笳?隶。邂玲慮髣エ髣エ髫<EFBDB4> 笏?笏? 蠑€蟋区律譛滂シ喙蜈・髯「譌・譛<EFBDA5> 笆シ] 笏?笏? 扈捺據譌・譛滂シ喙蜃コ髯「譌・譛<EFBDA5> 笆シ] 笏?笏? 蜊穂ス搾シ喙螟?笆シ]<5D>亥、ゥ/蜻?譛?蟷エ<E89FB7><EFBDB4> 笏?笏? 譁ー蛻怜錐<E6809C>喙菴城劼螟ゥ謨ー_____] 笏?笏? 笏?笏? 笳?蛻、譁ュ譌カ髣エ遯暦シ域弍蜷ヲ蝨ィX螟ゥ蜀<EFBDA9>シ? 笏?笏? 莠倶サカ譌・譛滂シ喙髫剰ョソ譌・譛<EFBDA5> 笆シ] 笏?笏? 蝓コ郤ソ譌・譛滂シ喙蜈・扈<EFBDA5>律譛<E5BE8B> 笆シ] 笏?笏? 譌カ髣エ遯暦シ喙30____] 螟ゥ蜀<EFBDA9> 笏?笏? 譁ー蛻怜錐<E6809C>喙30螟ゥ蜀<EFBDA9>囂隶ソ____] 笏?笏? 笏?笏? [蜿匁カ<E58C81> [鬚<><EFBFBD> [謇ァ陦珪 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?```
**螳樒鴫隕∫せ**<2A>?- 閾ェ蜉ィ譽€豬区律譛滓<E8AD9B>シ蠑?- 螟<>炊郛コ螟ア譌・譛<EFBDA5>
- 謾ッ謖∝、夂ァ肴慮髣エ蜊穂ス<E7A982>
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#### 7.4 荳エ蠎頑穐譁ュ蛟シ蛻<EFBDBC>ョア<EFBDAE>井シ伜<EFBDBC>郤ァ<E983A4>壻クュ<EFBDB8><EFBDAD>
**蛹サ蟄ヲ閭梧勹**<2A>?- 蛹サ蟄ヲ蛻<EFBDA6>アサ蠎泌渕莠主セェ隸∝現蟄ヲ隸∵紺<E288B5>亥ヲゑシ啗HO縲、DA謖<41><EFBFBD>?- 莉サ諢丞<E8ABA2>邂ア莨壽此螟ア菫。諱ッ荳疲裏荳エ蠎頑э荵?- 髴€隕∝庄霑ス貅ッ逧<EFBDAF><E980A7>邀サ譬<EFBDBB><E8ADAC>?
**蜉溯<E89C89>謾ケ霑<EFBDB9>**<2A>?```
蝨ィ邇ー譛?逕滓<E98095><EFBFBD>アサ蜿倬㍼"蜉溯<E89C89>荳ュ蠅槫刈<E6A7AB><E58888>
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 霑樒サュ蜿倬㍼蛻<E38DBC>ョア 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 騾画叫謨ー蛟シ蛻暦シ喙BMI 笆シ] 笏?笏? 笏?笏? 蛻<>ョア譁ケ蠑擾シ? 笏?笏? 笳?荳エ蠎頑穐譁ュ蛟シ<E89B9F>域耳闕撰シ俄ュ<E4BF84> 笏?笏? 譬<><EFBFBD>喙WHO譬<4F>㊥ 笆シ] 笏?笏? <18.5: 菴惹ス馴<EFBDBD>? 笏?笏? 18.5-24.9: 豁」蟶ク 笏?笏? 25-29.9: 雜<>㍾ 笏?笏? 竕?0: 閧・閭<EFBDA5> 笏?笏? 蜿り€<E3828A>シ啗HO 2000 笏?笏? 笏?笏? [蛻<>困荳コ荳ュ蝗ス譬<EFBDBD><E8ADAC>?笆シ] 笏?笏? 笏?笏? 笳?閾ェ螳壻ケ牙<EFBDB9>轤ケ<E8BDA4>磯怙豕ィ譏惹セ晄紺<E69984>? 笏?笏? 笳?遲牙ョス/遲蛾「大<EFBDA2>邂ア<E98282>遺國<E981BA>丈シ壽此螟ア菫。諱ッ<E8ABB1>? 笏?笏? 笏?笏? [蜿匁カ<E58C81> [鬚<>ァ亥<EFBDA7>蟶ゾ [謇ァ陦珪 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?
謾ッ謖∫噪荳エ蠎頑<EFBFBD><EFBFBD><EFBFBD><EFBFBD>
- BMI蛻<49>アサ<EFBDB1>啗HO縲∽クュ蝗ス謌蝉ココ縲∝<E7B8B2>遶・譬<EFBDA5><E8ADAC>?- 陦€蜴句<E89CB4>郤ァ<E983A4>哘SH/ESC鬮倩。€蜴区欠蜊?- 閧セ蜉溯<E89C89><EFBFBD><EFBFBD>哮DIGO CKD蛻<44>
- 蟷エ鮴<EFBDB4><E9AEB4><EFBFBD>シ啗HO譬<4F>㊥縲∽クエ蠎願ッ暮ェ悟クク逕?- 陦€邉門<E98289>邀サ<E98280>哂DA邉門ーソ逞<EFBDBF>ッ頑妙譬<E5A699><E8ADAC>?```
**螳樒鴫隕∫せ**<2A>?- 蜀<>スョ10+蟶ク逕ィ荳エ蠎頑<E8A08E><E9A091>
- 蜿ッ蟇シ蜃コ蛻<EFBDBA>アサ萓晄紺<E69984>井セ幄ョコ譁<EFBDBA><E8AD81>菴懶シ<E687B6>
- 謠千、コ遲牙ョス蛻<EFBDBD>ョア逧<EFBDB1>€髯先€?
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#### 7.5 鬮倡コァ郛コ螟ア蛟シ蝪ォ陦・<E999A6>井シ伜<EFBDBC>郤ァ<E983A4>壻クュ<EFBDB8><EFBDAD>
**蛹サ蟄ヲ閭梧勹**<2A>?- MICE蛛<45>ョセ謨ー謐ョMAR<41>磯囂譛コ郛コ螟ア<E89E9F>会シ御ス<E5BEA1>クエ蠎頑焚謐ョ蟶ク荳コMNAR<41>磯撼髫乗惻郛コ螟ア<E89E9F>?- 逞<>ュ荳・驥肴ぅ閠<E38185>峩譏灘、ア隶ソ<E99AB6>育シコ螟ア髱樣囂譛コ<E8AD9B><EFBDBA>
- 髴€隕∵撫諢滓€ァ蛻<EFBDA7><E89BBB>?
**蜉溯<E89C89>謾ケ霑<EFBDB9>**<2A>?```
蝨ィ邇ー譛?郛コ螟ア蛟シ蝪ォ陦?蜉溯<E89C89>荳ュ蠅槫刈<E6A7AB><E58888>
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 郛コ螟ア蛟シ蝪ォ陦・<E999A6>亥現蟄ヲ荳鍋畑<E98D8B>? 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 騾画叫蛻暦シ喙FMA隸<41><E99AB8> 笆シ] [+] 笏?笏? 笏?笏? 蝪ォ陦・譁ケ豕包シ? 笏?笏? 笳?譛ォ谺。隗よオ句€シ扈楢スャ<EFBDBD><EFBDAC>OCF<43>俄ュ<E4BF84> 笏?笏? 騾ら畑<E38289>夂コオ蜷第焚謐ョ<E8AC90>悟∞隶セ譌<EFBDBE>蜿伜<E89CBF>? 笏?笏? 笏?笏? 笳?蝓コ郤ソ隗よオ句€シ扈楢スャ<EFBDBD><EFBDAC>OCF<43>? 笏?笏? 騾ら畑<E38289>壻ソ晏ョ井シー隶。<E99AB6>悟∞隶セ譌<EFBDBE>謾ケ蝟? 笏?笏? 笏?笏? 笳?譛€蝮乗ュ蜀オ謠定。・<EFBDA1><EFBDA5>orst Case<73>? 笏?笏? 騾ら畑<E38289>壽撫諢滓€ァ蛻<EFBDA7><E89BBB>? 笏?笏? 譛€蝮丞€<C280>喙0____] 笏?笏? 笏?笏? 笳?荳ュ菴肴<E88FB4>?蝮<>€シ蝪ォ陦? 笏?笏? 笘托ク<E68998> 謖牙<E8AC96><EFBFBD>。ォ陦? 笏?笏? 蛻<><EFBFBD><EFBDBB><EFBFBD>喙諤ァ蛻ォ笆シ][蟷エ鮴<EFBDB4><EFBFBD>名] 笏?笏? 笏?笏? 笳?螟夐㍾謠定。・<EFBDA1><EFBDA5>ICE<43>? 笏?笏? 笞<><E7AC9E><EFBFBD><>ョセ謨ー謐ョMAR<41>碁怙譽€鬪碁€ら畑諤? 笏?笏? 笏?笏? 鬚<>ァ茨シ壼ー<E5A3BC>。ォ陦・ 32 荳ェ郛コ螟ア蛟? 笏?笏? 笏?笏? [蜿匁カ<E58C81> [謨乗─諤ァ蛻<EFBDA7>梵] [謇ァ陦珪 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?```
**螳樒鴫隕∫せ**<2A>?- 譏守。ョ蜷<EFBDAE>婿豕慕噪騾ら畑蜑肴署
- 謠蝉セ帶撫諢滓€ァ蛻<EFBDA7><EFBFBD>亥ッケ豈比ク榊酔譁ケ豕慕サ捺棡<E68DBA>?- 逕滓<E98095>蝪ォ陦・謚・蜻奇シ井セ幄ョコ譁<EFBDBA>婿豕募ュヲ謠剰ソー<EFBDBF><EFBDB0>
---
#### 7.6 Codebook<6F>域焚謐ョ蟄怜<E89F84><E6809C>臥函謌撰シ井シ伜<EFBDBC>郤ァ<E983A4>壻クュ<EFBDB8>?
**蛹サ蟄ヲ閭梧勹**<2A>?- GCP<43>郁艮迚ゥ荳エ蠎願ッ暮ェ瑚エィ驥冗ョ。逅<EFBDA1><EFBFBD><EFBFBD>芽ヲ∵アょ庄霑ス貅ッ諤?- 譛溷<E8AD9B>隕∵アよ署萓帶焚謐ョ蟄怜<E89F84>
- 莨ヲ逅<EFBDA6>ョ。譟・髴€隕∝序驥剰ッエ譏?
**蜉溯<E89C89>隶セ隶。**<2A>?```
閾ェ蜉ィ逕滓<EFBFBD>謨ー謐ョ蟄怜<EFBFBD><EFBFBD>?
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏?蜿倬㍼蜷?笏?蜴溷序驥?笏?郛也<E9839B>∬ァ<E288AC><EFBDA7> 笏?蛻帛サコ譌カ髣エ笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏ら<E7AC8F>皮ゥカ荳ュ蠢<EFBDAD>狽遐皮ゥカ荳ュ蠢<EFBDAD><E8A0A2>?=鮟鷹セ呎ア? 笏?2-08 笏?笏<>郛也<E9839B><E4B99F> 笏? 笏?=螻ア荳<EFBDB1> 笏?0:30 笏?笏? 笏? 笏?=蟷ソ蟾<EFBDBF> 笏? 笏?笏懌楳笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏シ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏<>MI蛻<49>アサ 笏<>MI 笏?=豁」蟶ク 笏?2-08 笏?笏? 笏? 笏?=雜<>㍾ 笏?0:35 笏?笏? 笏? 笏?=閧・閭<EFBDA5> 笏? 笏?笏? 笏? 笏ょ盾閠<E79BBE>シ啗HO 笏? 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏エ笏€笏€笏€笏€笏€笏€笏€笏€笏エ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏エ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?
蟇シ蜃コ騾蛾。ケ<EFBFBD>?- Excel譬シ蠑擾シ亥クク逕ィ<E98095><EFBDA8>
- Word譬シ蠑擾シ井シヲ逅<EFBDA6>冠蜻奇シ<E5A587>
- CSV譬シ蠑擾シ<E693BE>PSS蟇シ蜈・<E89C88>?```
**螳樒鴫隕∫せ**<2A>?- 豈乗ャ。驥咲シ也<EFBDBC>?蛻<>ョア閾ェ蜉ィ譖エ譁ー
- 隶ー蠖墓桃菴應ココ蜥梧慮髣エ
- 謾ッ謖∵焔蜉ィ豺サ蜉<EFBDBB>豕ィ驥<EFBDA8>
---
#### 7.7 譬キ譛ャ遲幃€画オ∫ィ句崟<E58FA5>井シ伜<EFBDBC>郤ァ<E983A4>壻ス趣シ?
**蛹サ蟄ヲ閭梧勹**<2A>?- CONSORT螢ー譏手ヲ∵アよ冠蜻顔ュ幃€画オ∫ィ?- 譛溷<E8AD9B>螳。遞ソ隕∵アよ署萓帶オ∫ィ句<EFBDA8>?- 譛牙勧莠主書邇ー遲幃€蛾€サ霎鷹漠隸ッ
**蜉溯<E89C89>隶セ隶。**<2A>?```
蝨?鬮倡コァ遲幃€?蜉溯<E89C89>荳ュ蠅槫刈<E6A7AB><E58888>
閾ェ蜉ィ逕滓<EFBFBD>遲幃€画オ∫ィ具シ<EFBFBD>
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 蜴溷ァ区焚謐ョ: 1000萓? 笏?笏披楳笏€笏€笏€笏€笏€笏ャ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏? 笏? 竊?謗帝勁蟷エ鮴<EFBDB4><18蟯?笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 蜑ゥ菴<EFBDA9>: 950萓?(-50) 笏?笏披楳笏€笏€笏€笏€笏€笏ャ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏? 笏? 竊?謗帝勁荳サ隕∫サ灘ア€郛コ螟ア
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 蜑ゥ菴<EFBDA9>: 920萓?(-30) 笏?笏披楳笏€笏€笏€笏€笏€笏ャ笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏? 笏? 竊?謗帝勁驥榊、崎ョー蠖<EFBDB0>
笏娯楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?笏? 譛€扈育コウ蜈? 910萓? 笏?笏披楳笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏?
[蟇シ蜃コ荳コ蝗セ迚Ⅹ [蟇シ蜃コ荳コWord]
```
**螳樒鴫隕∫せ**<2A>?- 隶ー蠖墓ッ乗ュ・遲幃€臥噪譚。莉カ蜥檎サ捺<EFBDBB>?- 逕滓<E98095>蜿ッ蜿題。ィ逧<EFBDA8>オ∫ィ句<EFBDA8>?- 謾ッ謖∝ッシ蜃コ荳コ鬮伜<E9ACAE>霎ィ邇<EFBDA8>崟迚?
---
#### 7.8 謨ー謐ョ雍ィ驥乗冠蜻奇シ井シ伜<EFBDBC>郤ァ<E983A4>壻ス趣シ?
**蛹サ蟄ヲ閭梧勹**<2A>?- 謨ー謐ョ雍ィ驥冗峩謗・蠖ア蜩咲<E89CA9>皮ゥカ扈楢ョコ
- 髴€隕∝惠蛻<E683A0>梵蜑崎ソ幄。瑚エィ驥剰ッ<E589B0>シ?- 譛溷<E8AD9B>隕∵アよ緒霑ー謨ー謐ョ雍ィ驥<EFBDA8>
**蜉溯<E89C89>隶セ隶。**<2A>?```
轤ケ蜃サ"逕滓<E98095>謨ー謐ョ雍ィ驥乗冠蜻<E586A0>"<22>?
逕滓<EFBFBD>PDF謚・蜻奇シ悟桁蜷ォ<EFBFBD><EFBFBD>
1. 謨ー謐ョ讎ょ<E8AE8E>
- 譬キ譛ャ驥上€∝序驥乗焚
- 謨ー謐ョ謾カ髮<EFBDB6>慮髣エ霍ィ蠎ヲ
2. 螳梧紛諤ァ蛻<EFBDA7><E89BBB>? - 蜷<>序驥冗シコ螟ア邇<EFBDB1>
- 郛コ螟ア讓。蠑擾シ<E693BE>CAR/MAR/MNAR譽€鬪鯉シ<E9AF89>
3. 荳€閾エ諤ァ譽€譟? - 騾サ霎鷹漠隸ッ<E99AB8>亥ヲゑシ壼<EFBDBC>逕滓律譛?豁サ莠。譌・譛滂シ? - 驥榊、崎ョー蠖<EFBDB0>
4. 蛻<><EFBFBD><EFBDB8><EFBFBD>
- 霑樒サュ蜿倬㍼蛻<E38DBC><EFBFBD>シ育峩譁ケ蝗セ+Q-Q蝗セ<E89D97><EFBDBE>
- 蛻<>アサ蜿倬㍼鬚第焚陦?
5. 蠑ょクク蛟シ譽€豬? - 邂ア郤ソ蝗? - 蠑ょクク蛟シ蛻苓。?
6. 蟒コ隶ョ謫堺ス<E5A0BA>
- 髴€隕∝、<E2889D>炊逧<E7828A>琉鬚俶ク<E4BFB6>
- 莨伜<E88EA8>郤ァ謗貞コ?```
**螳樒鴫隕∫せ**<2A>?- 閾ェ蜉ィ逕滓<E98095>蜿ッ蜿題。ィ逧<EFBDA8>。ィ譬シ/蝗?- 謾ッ謖∝ッシ蜃コ荳コWord/PDF
- 隨ヲ蜷井クエ蠎顔<E8A08E>皮ゥカ謚・蜻願ァ<E9A198>
---
### 螳樊命隶。蛻<EFBDA1>
| 蜉溯<E89C89> | 莨伜<E88EA8>郤?| 鬚<>ョ。蟾・譌カ | 隶。蛻呈慮髣エ |
|------|--------|---------|---------|
| 7.1 蠑ょクク蛟シ譽€豬句勣 | 鬮?| 2螟?| Phase 4 |
| 7.2 蜊穂ス崎スャ謐「蝎?| 鬮?| 1.5螟?| Phase 4 |
| 7.3 譌・譛溯ョ。邂怜<E98282>?| 鬮?| 2螟?| Phase 4 |
| 7.4 荳エ蠎頑穐譁ュ蛟シ蛻<EFBDBC>ョ?| 荳?| 1螟?| Phase 3蠅槫シコ |
| 7.5 鬮倡コァ郛コ螟ア蛟シ蝪ォ陦?| 荳?| 1.5螟?| Phase 3蠅槫シコ |
| 7.6 Codebook逕滓<E98095> | 荳?| 1螟?| Phase 5 |
| 7.7 遲幃€画オ∫ィ句崟 | 菴?| 1.5螟?| Phase 5 |
| 7.8 謨ー謐ョ雍ィ驥乗冠蜻<E586A0> | 菴?| 2螟?| Phase 5 |
**諤サ隶。**<2A>?2.5螟ゥ蟾・譌?
---
### TD-C-008: 閾ェ螳壻ケ牙<EFBDB9>謨ー蠎<EFBDB0>
**諢ソ譎ッ**: 逕ィ謌キ蜿ッ菫晏ュ伜クク逕ィ莉」遐∽クコ蜃ス謨ー<E8ACA8>御ク€髞ョ螟咲<E89E9F>?
```python
# 逕ィ謌キ菫晏ュ倡噪閾ェ螳壻ケ牙<EFBDB9>謨ー
my_functions = {
"陦€蜴句<E89CB4>邀?: "df['bp_category'] = ...",
"蟷エ鮴<EFBDB4><E9AEB4><EFBFBD>": "df['age_group'] = ...",
}
# 荳€髞ョ蠎皮<E8A08E>?apply_function("陦€蜴句<E89CB4>邀?)
```
---
### TD-C-009: 蜊丈ス懷粥閭ス
**諢ソ譎ッ**: 螟壻ココ蜊丈ス懈焚謐ョ貂<EFBDAE><EFBFBD>
- 譚<>剞邂。逅<EFBDA1>シ壽衍逵?郛冶セ<E586B6>/螳。譬ク
- 謫堺ス懈律蠢暦シ夊ー∝惠莉€荵域慮蛟吝★莠<E29885>€荵?- 隸<>ョコ蜉溯<E89C89><E6BAAF>壼ッケ迚ケ螳壽桃菴懈キサ蜉<EFBDBB><EFBFBD>ウィ
---
### TD-C-010: AI譎コ閭ス謗ィ闕<EFBDA8>
**諢ソ譎ッ**: AI荳サ蜉ィ譽€豬区焚謐ョ髣ョ鬚伜ケカ謗ィ闕先桃菴<E6A183>
```python
quality_check = {
"蜿醍鴫23荳ェ蠑ょクク蛟?: "蟒コ隶ョ菴ソ逕ィ蠑ょクク蛟シ譽€豬句勣",
"蟷エ鮴<EFBDB4><E9AEB4>郛コ螟?2%": "蟒コ隶ョ菴ソ逕ィLOCF蝪ォ陦・",
"BMI譛ェ蛻<EFBDAA>ア?: "蟒コ隶ョ菴ソ逕ィWHO譬<4F>㊥蛻<E38AA5>ョア",
}
```
---
## <20>投 蛟コ蜉。扈溯ョ。
### 謖我シ伜<EFBDBC>郤ァ
- P0: 1鬘ケ<E9AC98>亥燕遶ッUI<55>碁仆蝪槫書蟶<E69BB8><EFBFBD>
- P1: 2鬘ケ<E9AC98><EFBDB9>ession謖∽ケ<E288BD>喧縲 ̄rompt莨伜喧<E4BC9C>?- P2: 3鬘ケ<E9AC98>育沿譛ャ邂。逅<EFBDA1>€∝、ァ譁<EFBDA7>サカ縲∝、肴揩蝨コ譎ッ莨伜喧<E4BC9C><E596A7>
- P3: 4鬘ケ<E9AC98>磯柄譛溯ァ<E6BAAF><EFBDA7> + 蛹サ蟄ヲ荳謎ク壼粥閭ス蠅槫シコ<EFBDBC>?
### 謖牙キ・譌?- 0.5螟? 1鬘ケ<E9AC98>亥、肴揩蝨コ譎ッ莨伜喧<E4BC9C>?- 1螟? 1鬘ケ<E9AC98><EFBDB9>ession謖∽ケ<E288BD><EFBFBD><E596A7>
- 1-2螟? 2鬘ケ<E9AC98>育沿譛ャ邂。逅<EFBDA1>€∝、ァ譁<EFBDA7>サカ<EFBDBB>?- 3螟ゥ莉・荳? 1鬘ケ<E9AC98>亥燕遶ッUI<55>?- 謖∫サュ莨伜喧: 1鬘ケ<E9AC98><EFBDB9>rompt莨伜喧<E4BC9C>?- **蛹サ蟄ヲ荳謎ク壼粥閭ス**: 12.5螟ゥ<EFBFBD><EFBFBD>8荳ェ蟄仙粥閭ス<EFBFBD>?
### 諤サ隶。
- **謚€譛ッ蛟コ蜉。諤サ謨ー**: 13鬘ケ<E9AC98>亥性蛹サ蟄ヲ荳謎ク壼粥閭?荳ェ蟄宣。ケ<EFBDA1><EFBDB9>
- **霑第悄蠢<E68284>★**: 4鬘ケ<E9AC98><EFBDB9>0-P1 + 螟肴揩蝨コ譎ッ<E8AD8E>?- **鬚<>ョ。諤サ蟾・譌?*: ~23-25螟? - MVP逶ク蜈ウ<E89C88>嘸10.5-12.5螟? - 蛹サ蟄ヲ荳謎ク壼「槫シコ<EFBDBC>嘸12.5螟?
---
## <20>売 譖エ譁ー隶ー蠖<EFBDB0>
| 譌・譛<EFBDA5> | 迚域悽 | 譖エ譁ー蜀<EFBDB0>ョケ | 譖エ譁ー莠?|
|------|------|---------|--------|
| 2025-12-08 | V1.2 | 譁ー蠅杁D-C-007<30>亥現蟄ヲ荳謎ク壼粥閭ス蠅槫シ?鬘ケ<E9AC98><EFBDB9> | AI Assistant |
| 2025-12-07 | V1.1 | 譁ー蠅杁D-C-006<30>亥、肴揩蝨コ譎ッPrompt莨伜喧<E4BC9C>?| AI Assistant |
| 2025-12-06 | V1.0 | 蛻晏ァ句<EFBDA7>蟒コ<E89F92>轡ay 3 MVP螳梧<E89EB3>蜷取「ウ逅?| AI Assistant |
---
**譁<>。」迥カ諤?*: 笨?蟾イ譖エ譁?
**荳区ャ。譖エ譁ー**: Phase 4蠑€蜿大ョ梧<EFBDAE><EFBFBD>