Files

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

24 KiB

Raw Blame History

Tool C 謚譛ｯ蛟ｺ蜉｡貂<EFBDA1>黒

蛻帛ｻｺ譌･譛<EFBFBD>: 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>

<EFBFBD>搭謚譛ｯ蛟ｺ蜉｡讎りｧ<E3828A>

郛門捷	蛟ｺ蜉｡鬘?	莨伜<EFBFBD>郤?	鬚<EFBFBD>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<EFBFBD>ｸ主屓貊?	P2	2螟?	蜉溯<EFBFBD>	Week 3
TD-C-003	螟ｧ譁<EFBFBD>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<EFBFBD>	謖∫ｻｭ
TD-C-005	蜑咲ｫｯ蟇ｹ隸拔I蠑蜿?	P0	3螟?	蜉溯<EFBFBD>	Day 4-5
TD-C-006	螟肴揩蝨ｺ譎ｯPrompt莨伜喧	P2	0.5螟?	雍ｨ驥<EFBFBD>	Day 4

<EFBFBD>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>喧

蠖灘燕髣ｮ鬚<EFBFBD>:

# 蠖灘燕螳樒鴫<E6A892>壼<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>夐㍾蜷ｯ譛榊苅蜷朱怙驥肴眠荳贋ｼ<EFBFBD>譁<EFBFBD>ｻｶ
- 譌<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>壼<EFBFBD>蟄俶妙逕ｵ蜊ｳ荳｢螟?
**莨伜喧譁ｹ譯<EFBFBD>**:

**譁ｹ譯<EFBFBD>: Redis謖∽ｹ<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>悄
        self.redis_client.setex(
            f"session:{session_id}",
            600,  # 10蛻<30>帖
            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<EFBFBD>: OSS謖∽ｹ<E288BD><EFBDB9>?

# 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<EFBFBD>:

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<EFBFBD>:

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<EFBFBD>:

*1. 謇ｩ螻彦ew-shot蠎?

# 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": [...],      # 蝓ｺ遑貂<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>梵<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>

# 隶ｰ蠖柊I逕滓<E98095>螟ｱ雍･逧<EFBDA5>惻譎?failed_cases = []

# 螳壽悄蛻<E68284>梵<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>?

# 荳ｻ<E88DB3>咼eepSeek-V3<56>域ｧ莉ｷ豈秘ｫ假ｼ?# 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<EFBFBD>:

謖∫ｻｭ謾ｶ髮<EFBFBD>､ｱ雍･譯井ｾ<EFBFBD>
豈乗怦莨伜喧1谺｡Prompt
豬玖ｯ募<EFBFBD>莉豊LM讓｡蝙<EFBFBD>

<EFBFBD>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<EFBFBD>:

AI豈乗ｬ｡謫堺ｽ憺<EFBFBD>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<EFBFBD>:

迚域悽邂｡逅<EFBFBD>楔譫<EFBFBD>:

# 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:

// 迚域悽蜴<E682BD>彰蛻苓｡ｨ
<Timeline>
  <TimelineItem>
    迚域悽1: 荳贋ｼ<EFBFBD>蜴溷ｧ区枚莉ｶ (100陦?
  </TimelineItem>
  <TimelineItem>
    迚域悽2: 蛻<EFBFBD>髯､郛ｺ螟ｱ蛟?(95陦? [蝗樊ｻ咯
  </TimelineItem>
  <TimelineItem>
    迚域悽3: 隶｡邂唯MI (95陦? [蠖灘燕]
  </TimelineItem>
</Timeline>

謌先悽莨ｰ邂<EFBFBD>:

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<EFBFBD>?= 10-50MB
OSS謌先悽<EFBFBD>夲ｿ･0.01-0.05/Session

螳樊命隶｡蛻<EFBFBD>:

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:

譁<EFBFBD>ｻｶ螟ｧ蟆擾ｼ?0MB
陦梧焚髯仙宛<EFBFBD>嘸50,000陦?- 蜑咲ｫｯ鬚<EFBDAF>ｧ茨ｼ?00陦? 莨伜喧逶ｮ譬<EFBFBD>:
譁<EFBFBD>ｻｶ螟ｧ蟆擾ｼ?0MB
陦梧焚髯仙宛<EFBFBD>?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>炊

# 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>炊
        process_chunk(chunk)

2. Apache Arrow髮<77><E9ABAE>

# 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>霎<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

// 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<EFBFBD>:

Week 3: 豬∝ｼ丞､<E4B89E>炊 + Arrow
Week 4: 蜑咲ｫｯ陌壽供貊壼勘

<EFBFBD>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<EFBFBD>: 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<EFBFBD>2<EFBFBD>壽焚蛟ｼ蛻玲ｸ<EFBFBD>ｴ<EFBFBD><EFBFBD><EFBFBD>reatinine蛻怜､<EFBFBD>炊<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<EFBFBD>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>炊<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>逧<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<EFBFBD>:

譁ｹ譯<EFBFBD>: 蠅槫ｼｺFew-shot遉ｺ萓<EFBDBA>

# 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>>縲?<3F>牙悉謗会ｼ<EFBFBD><0.1謖?.05螟<EFBFBD>炊<EFBFBD>瑚ｽｬ荳ｺ謨ｰ蛟?莉｣遐<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'貂<>ｴ怜ｮ梧<EFBDAE><E6A2A7>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>: 蛻<EFBFBD>ｭ･螟<EFBFBD>炊螟肴揩貂<EFBFBD>ｴ嶺ｻｻ蜉｡<EFBFBD>悟<EFBFBD>蜴ｻ隨ｦ蜿ｷ<EFBFBD>悟<EFBFBD>螟<EFBFBD>炊迚ｹ谿雁ｼ<EFBFBD>梧怙蜷手ｽｬ邀ｻ蝙<EFBFBD>

譁ｹ譯<EFBFBD>: 莨伜喧System Prompt

## 螟肴揩蝨ｺ譎ｯ螟<EFBFBD>炊蟒ｺ隶ｮ
1. **謨ｰ蛟ｼ貂<EFBFBD>ｴ?*<EFBFBD>壼<EFBFBD>豁･螟<EFBFBD>炊<EFBFBD>亥悉隨ｦ蜿?竊?螟<EFBFBD>炊迚ｹ谿雁?竊?邀ｻ蝙玖ｽｬ謐｢<EFBFBD>?2. **譌･譛滓桃菴<EFBFBD>**<EFBFBD>壼<EFBFBD>逕ｨpd.to_datetime()扈滉ｸ譬ｼ蠑擾ｼ悟<EFBFBD>謗貞ｺ丞悉驥<EFBFBD>
3. **隹<EFBFBD>ｯ戊ｾ灘<EFBFBD>**<EFBFBD>壽ｯ乗ｭ･謇灘魂荳ｭ髣ｴ扈捺棡<EFBFBD>御ｾｿ莠朱漠隸ｯ螳壻ｽ<EFBFBD>
4. **髞呵ｯｯ螟<EFBFBD>炊**<EFBFBD>壻ｽｿ逕ｨtry-except蛹<EFBFBD>｣ｹ豈丈ｸｪ蟄先ｭ･鬪?```

**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<EFBFBD>:

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<EFBFBD>悄謨域棡:
騾夊ｿ<EFBFBD>紫莉<EFBFBD>81.8%謠仙合蛻?5%+
螟肴揩蝨ｺ譎ｯ荳谺｡謌仙粥邇<EFBFBD>署蜊<EFBFBD>50%
逕ｨ謌ｷ菴馴ｪ梧隼蝟<EFBFBD>ｼ亥㍼蟆醍ｭ牙ｾ<EFBFBD>慮髣ｴ<EFBFBD><EFBFBD>

<EFBFBD>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<EFBFBD>: 2025-12-08
譚･貅<EFBFBD>: 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?

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<EFBFBD>?- 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<EFBFBD>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>峩<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<EFBFBD>?- 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∬<EFBFBD>螳壻ｹ芽激蝗?- 蜿ｯ隗<EFBDAF>喧蠑ょｸｸ蛟ｼ蛻<EFBDBC>ｸ<EFBFBD>ｼ育ｮｱ郤ｿ蝗ｾ<E89D97><EFBDBE>

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<EFBFBD>?- 荳榊酔蝗ｽ螳ｶ/蛹ｻ髯｢菴ｿ逕ｨ荳榊酔蜊穂ｽ<E7A982>

譁<EFBFBD>鍵meta蛻<EFBFBD>梵髴隕∫ｻ滉ｸ蜊穂ｽ<EFBFBD>
蟶ｸ隗∬ｽｬ謐｢髞呵ｯｯ蟇ｼ閾ｴ謨ｰ謐ｮ荳榊庄逕? 蜉溯<EFBFBD>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? 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<EFBFBD>?- 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?

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<EFBFBD>?- 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<EFBFBD>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? 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<>ｧ<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<EFBFBD>?- 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<EFBFBD>

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<EFBFBD>?- 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>漉<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<EFBFBD>謾ｹ霑<EFBFBD><EFBFBD>?``` 蝨ｨ邇ｰ譛?逕滓<E98095>蛻<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<E8A08E><E9A091>㊥<EFBFBD><E38AA5>

BMI蛻<EFBFBD>ｱｻ<EFBFBD>啗HO縲∽ｸｭ蝗ｽ謌蝉ｺｺ縲∝<EFBFBD>遶･譬<EFBFBD><EFBFBD>?- 陦蜴句<E89CB4>郤ｧ<E983A4>哘SH/ESC鬮倩｡蜴区欠蜊?- 閧ｾ蜉溯<E89C89>蛻<EFBFBD>悄<EFBFBD>哮DIGO CKD蛻<44>悄
蟷ｴ鮴<EFBFBD><EFBFBD>扈<EFBFBD>ｼ啗HO譬<EFBFBD>㊥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<EFBFBD>?- 蜀<>ｽｮ10+蟶ｸ逕ｨ荳ｴ蠎頑<E8A08E><E9A091>㊥

蜿ｯ蟇ｼ蜃ｺ蛻<EFBFBD>ｱｻ萓晄紺<EFBFBD>井ｾ幄ｮｺ譁<EFBFBD><EFBFBD>菴懶ｼ<EFBFBD>
謠千､ｺ遲牙ｮｽ蛻<EFBFBD>ｮｱ逧<EFBFBD>ｱ髯先?

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<EFBFBD>?- 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<EFBFBD><EFBFBD>? 蜉溯<EFBFBD>謾ｹ霑<EFBFBD><EFBFBD>?``` 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? 譛蝮丞ｼ<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>扈<EFBFBD>｡ｫ陦? 笏?笏? 蛻<>ｻ<EFBFBD><EFBDBB><EFBFBD>喙諤ｧ蛻ｫ笆ｼ][蟷ｴ鮴<EFBDB4>ｻ<EFBFBD>名] 笏?笏? 笏?笏? 笳?螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE<43>? 笏?笏? 笞<><E7AC9E><EFBFBD> 蛛<>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<EFBFBD>?- 譏守｡ｮ蜷<EFBDAE>婿豕慕噪騾ら畑蜑肴署

謠蝉ｾ帶撫諢滓ｧ蛻<EFBFBD>梵<EFBFBD>亥ｯｹ豈比ｸ榊酔譁ｹ豕慕ｻ捺棡<EFBFBD>?- 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<EFBFBD>?- GCP<43>郁艮迚ｩ荳ｴ蠎願ｯ暮ｪ瑚ｴｨ驥冗ｮ｡逅<EFBDA1>ｧ<EFBFBD>激<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<EFBFBD>ｮ｡譟･髴隕∝序驥剰ｯｴ譏? 蜉溯<EFBFBD>隶ｾ隶｡<EFBFBD>?``` 閾ｪ蜉ｨ逕滓<E98095>謨ｰ謐ｮ蟄怜<E89F84><E6809C>? 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<EFBDA1>?- Excel譬ｼ蠑擾ｼ亥ｸｸ逕ｨ<E98095><EFBDA8>
Word譬ｼ蠑擾ｼ井ｼｦ逅<EFBFBD>冠蜻奇ｼ<EFBFBD>
CSV譬ｼ蠑擾ｼ<EFBFBD>PSS蟇ｼ蜈･<EFBFBD>?```

螳樒鴫隕∫せ<EFBFBD>?- 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<EFBFBD>豕ｨ驥<EFBFBD>

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<EFBFBD>?- 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<EFBFBD>隶ｾ隶｡<EFBFBD>?``` 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<E98095>PDF謚･蜻奇ｼ悟桁蜷ｫ<E89CB7><EFBDAB>
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<>ｸ<EFBFBD><EFBDB8>譫<EFBFBD>
   - 霑樒ｻｭ蜿倬㍼蛻<E38DBC>ｸ<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>黒
   - 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>激

---

### 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>扈<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>ｴ<EFBFBD>

譚<EFBFBD>剞邂｡逅<EFBFBD>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<EFBFBD>ｻ荵?- 隸<>ｮｺ蜉溯<E89C89><E6BAAF>壼ｯｹ迚ｹ螳壽桃菴懈ｷｻ蜉<EFBDBB>螟<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>

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<EFBFBD>㊥蛻<EFBFBD>ｮｱ",
}

<EFBFBD>投蛟ｺ蜉｡扈溯ｮ｡

謖我ｼ伜<EFBFBD>郤ｧ

P0: 1鬘ｹ<E9AC98>亥燕遶ｯUI<55>碁仆蝪槫書蟶<E69BB8>ｼ<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>喧<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<EFBFBD>★: 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?

<EFBFBD>売譖ｴ譁ｰ隶ｰ蠖<EFBDB0>

譌･譛<EFBFBD>	迚域悽	譖ｴ譁ｰ蜀<EFBFBD>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<EFBFBD>蟒ｺ<EFBFBD>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>蜷<EFBFBD>

24 KiB Raw Blame History Unescape Escape

Tool C 謚譛ｯ蛟ｺ蜉｡貂<EFBDA1>黒

<EFBFBD>搭 謚譛ｯ蛟ｺ蜉｡讎りｧ<E3828A>

<EFBFBD>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>喧

TD-C-004: AI Prompt謖∫ｻｭ莨伜喧

<EFBFBD>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?

TD-C-003: 螟ｧ譁<EFBDA7>ｻｶ諤ｧ閭ｽ莨伜喧

<EFBFBD>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?

<EFBFBD>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

7.1 蠑ょｸｸ蛟ｼ譽豬句勣<E58FA5>井ｼ伜<EFBDBC>郤ｧ<E983A4>夐ｫ假ｼ?

7.2 蜊穂ｽ崎ｽｬ謐｢蝎ｨ<E89D8E>井ｼ伜<EFBDBC>郤ｧ<E983A4>夐ｫ假ｼ<E58187>

7.3 譌･譛溯ｮ｡邂怜勣<E6809C>井ｼ伜<EFBDBC>郤ｧ<E983A4>夐ｫ假ｼ<E58187>

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>

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>

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>?

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?

TD-C-009: 蜊丈ｽ懷粥閭ｽ

TD-C-010: AI譎ｺ閭ｽ謗ｨ闕<EFBDA8>

<EFBFBD>投 蛟ｺ蜉｡扈溯ｮ｡

謖我ｼ伜<EFBFBD>郤ｧ

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>喧<EFBFBD><E596A7>

諤ｻ隶｡

<EFBFBD>売 譖ｴ譁ｰ隶ｰ蠖<EFBDB0>

24 KiB

Raw Blame History

Tool C 謚譛ｯ蛟ｺ蜉｡貂<EFBDA1>黒

<EFBFBD>搭謚譛ｯ蛟ｺ蜉｡讎りｧ<E3828A>

7.1 蠑ょｸｸ蛟ｼ譽豬句勣<E58FA5>井ｼ伜<EFBDBC>郤ｧ<E983A4>夐ｫ假ｼ?

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?

<EFBFBD>投蛟ｺ蜉｡扈溯ｮ｡

<EFBFBD>売譖ｴ譁ｰ隶ｰ蠖<EFBDB0>