# MDX 17개 단위 × 8개 방법 매칭 매트릭스

- 각 셀: `프레임번호 (점수)`
- 프레임 번호는 `data/figma_previews/index.json` 기준 01~32
- 점수 스케일: %(코사인/Jaccard), 숫자(BM25 raw)

## Top-1 매트릭스

| # | 단위 | 종류 | TF-IDF | BM25 | Char-ngram | Kiwi+BM25 | Structural | AI-Meta | Weighted | HardFilter |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | MDX01-intro | 중목차 앞 본문 | **20** (26%) | **20** (11.5) | **29** (4%) | **20** (15.0) | **17** (66%) | **20** (20%) | **20** (94%) | **20** (11.5) |
| 2 | MDX01-intro-details | 팝업 | **27** (24%) | **27** (6.4) | **27** (5%) | **27** (13.1) | **04** (60%) | **16** (19%) | **27** (100%) | **27** (6.4) |
| 3 | MDX01-1 | 중목차 | **27** (18%) | **29** (18.7) | **29** (6%) | **29** (26.6) | **02** (57%) | **27** (21%) | **29** (100%) | **29** (18.7) |
| 4 | MDX01-2 | 중목차 | **18** (22%) | **18** (13.5) | **27** (6%) | **18** (25.4) | **04** (65%) | **18** (100%) | **18** (98%) | **18** (13.5) |
| 5 | MDX01-2-image | 이미지 | **01** (0%) | **01** (0.0) | **32** (1%) | **20** (3.7) | **01** (65%) | **20** (22%) | **32** (50%) | **15** (0.0) |
| 6 | MDX01-2-details | 팝업+표 | **18** (91%) | **18** (135.1) | **18** (47%) | **18** (128.9) | **17** (80%) | **18** (100%) | **18** (100%) | **18** (133.8) |
| 7 | MDX02-1 | 중목차 | **12** (50%) | **12** (36.0) | **12** (18%) | **12** (51.1) | **02** (61%) | **12** (37%) | **12** (100%) | **12** (35.7) |
| 8 | MDX02-1-image | 이미지 | **32** (18%) | **32** (1.5) | **11** (1%) | **15** (2.6) | **01** (65%) | **12** (72%) | **32** (94%) | **32** (1.4) |
| 9 | MDX02-2 | 중목차(컨테이너) | **14** (52%) | **14** (95.5) | **14** (17%) | **14** (125.3) | **17** (91%) | **14** (42%) | **14** (100%) | **14** (95.5) |
| 10 | MDX02-2.1 | 소목차 | **20** (16%) | **29** (9.9) | **14** (2%) | **29** (17.4) | **17** (66%) | **21** (18%) | **29** (95%) | **29** (9.9) |
| 11 | MDX02-2.2 | 소목차 | **14** (60%) | **14** (90.3) | **14** (19%) | **14** (116.2) | **17** (85%) | **14** (45%) | **14** (100%) | **14** (88.5) |
| 12 | MDX02-2.2-table | 표 | **14** (61%) | **14** (90.3) | **14** (20%) | **14** (114.8) | **17** (80%) | **24** (30%) | **14** (100%) | **14** (88.5) |
| 13 | MDX03-1 | 중목차 | **15** (56%) | **15** (62.9) | **15** (21%) | **15** (87.2) | **02** (17%) | **13** (73%) | **15** (100%) | **07** (7.8) |
| 14 | MDX03-2 | 중목차(컨테이너) | **29** (66%) | **29** (89.6) | **29** (30%) | **29** (101.6) | **25** (50%) | **29** (69%) | **29** (100%) | **30** (14.9) |
| 15 | MDX03-2.1 | 소목차 | **29** (51%) | **29** (44.1) | **29** (18%) | **29** (52.0) | **17** (91%) | **29** (65%) | **29** (100%) | **29** (44.1) |
| 16 | MDX03-2.1-table | 표 | **29** (35%) | **29** (19.5) | **29** (9%) | **29** (21.1) | **17** (80%) | **29** (37%) | **29** (100%) | **29** (19.4) |
| 17 | MDX03-2.2 | 소목차 | **29** (46%) | **29** (41.8) | **29** (18%) | **29** (45.9) | **02** (61%) | **29** (53%) | **29** (100%) | **29** (41.9) |

## Top-3 상세

### 1. MDX01-intro (중목차 앞 본문) — 용어 혼용 문제 제기

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **20** (26%) | **27** (17%) | **18** (15%) |
| BM25 | **20** (11.5) | **27** (6.5) | **18** (6.2) |
| Char-ngram | **29** (4%) | **20** (4%) | **27** (4%) |
| Kiwi+BM25 | **20** (15.0) | **16** (14.6) | **18** (14.2) |
| Structural | **17** (66%) | **21** (66%) | **04** (62%) |
| AI-Meta | **20** (20%) | **16** (17%) | **18** (15%) |
| Weighted | **20** (94%) | **29** (73%) | **27** (71%) |
| HardFilter | **20** (11.5) | **27** (6.5) | **18** (6.2) |

### 2. MDX01-intro-details (팝업) — 혼용 대표 사례 (정책 2건)

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **27** (24%) | **18** (12%) | **20** (11%) |
| BM25 | **27** (6.4) | **20** (5.9) | **18** (4.5) |
| Char-ngram | **27** (5%) | **20** (3%) | **01** (2%) |
| Kiwi+BM25 | **27** (13.1) | **20** (12.1) | **18** (7.9) |
| Structural | **04** (60%) | **08** (60%) | **14** (60%) |
| AI-Meta | **16** (19%) | **20** (15%) | **11** (15%) |
| Weighted | **27** (100%) | **20** (75%) | **18** (53%) |
| HardFilter | **27** (6.4) | **20** (5.9) | **18** (4.5) |

### 3. MDX01-1 (중목차) — 용어 정의 (건설산업/BIM/DX)

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **27** (18%) | **29** (17%) | **30** (13%) |
| BM25 | **29** (18.7) | **30** (13.9) | **13** (12.4) |
| Char-ngram | **29** (6%) | **32** (6%) | **12** (5%) |
| Kiwi+BM25 | **29** (26.6) | **15** (25.0) | **32** (24.7) |
| Structural | **02** (57%) | **23** (52%) | **24** (52%) |
| AI-Meta | **27** (21%) | **20** (19%) | **29** (17%) |
| Weighted | **29** (100%) | **32** (74%) | **30** (71%) |
| HardFilter | **29** (18.7) | **30** (13.9) | **13** (12.4) |

### 4. MDX01-2 (중목차) — 용어간 상호관계

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **18** (22%) | **27** (18%) | **01** (16%) |
| BM25 | **18** (13.5) | **27** (8.6) | **29** (7.9) |
| Char-ngram | **27** (6%) | **18** (6%) | **29** (5%) |
| Kiwi+BM25 | **18** (25.4) | **29** (24.1) | **20** (19.7) |
| Structural | **04** (65%) | **08** (65%) | **14** (65%) |
| AI-Meta | **18** (100%) | **20** (20%) | **04** (18%) |
| Weighted | **18** (98%) | **27** (82%) | **29** (74%) |
| HardFilter | **18** (13.5) | **27** (8.6) | **29** (7.9) |

### 5. MDX01-2-image (이미지) — DX1.png

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **01** (0%) | **02** (0%) | **03** (0%) |
| BM25 | **01** (0.0) | **02** (0.0) | **03** (0.0) |
| Char-ngram | **32** (1%) | **18** (1%) | **11** (1%) |
| Kiwi+BM25 | **20** (3.7) | **18** (3.4) | **15** (2.9) |
| Structural | **01** (65%) | **05** (60%) | **07** (55%) |
| AI-Meta | **20** (22%) | **29** (18%) | **18** (16%) |
| Weighted | **32** (50%) | **18** (39%) | **11** (34%) |
| HardFilter | **15** (0.0) | **10** (0.0) | **11** (0.0) |

### 6. MDX01-2-details (팝업+표) — DX와 BIM의 구분 12행 표

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **18** (91%) | **16** (14%) | **24** (12%) |
| BM25 | **18** (135.1) | **16** (20.9) | **29** (19.5) |
| Char-ngram | **18** (47%) | **22** (6%) | **30** (5%) |
| Kiwi+BM25 | **18** (128.9) | **16** (44.0) | **17** (33.3) |
| Structural | **17** (80%) | **01** (65%) | **05** (60%) |
| AI-Meta | **18** (100%) | **20** (20%) | **04** (18%) |
| Weighted | **18** (100%) | **22** (11%) | **16** (11%) |
| HardFilter | **18** (133.8) | **16** (21.2) | **29** (19.6) |

### 7. MDX02-1 (중목차) — DX의 궁극적 목표

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **12** (50%) | **14** (35%) | **29** (21%) |
| BM25 | **12** (36.0) | **14** (22.3) | **29** (19.0) |
| Char-ngram | **12** (18%) | **14** (7%) | **29** (7%) |
| Kiwi+BM25 | **12** (51.1) | **14** (32.2) | **29** (26.8) |
| Structural | **02** (61%) | **23** (56%) | **24** (56%) |
| AI-Meta | **12** (37%) | **15** (17%) | **08** (13%) |
| Weighted | **12** (100%) | **14** (49%) | **29** (44%) |
| HardFilter | **12** (35.7) | **14** (22.1) | **29** (18.8) |

### 8. MDX02-1-image (이미지) — 궁극적목표.png

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **32** (18%) | **14** (15%) | **18** (6%) |
| BM25 | **32** (1.5) | **14** (1.4) | **12** (0.9) |
| Char-ngram | **11** (1%) | **18** (1%) | **32** (1%) |
| Kiwi+BM25 | **15** (2.6) | **32** (2.0) | **14** (1.9) |
| Structural | **01** (65%) | **05** (60%) | **07** (55%) |
| AI-Meta | **12** (72%) | **15** (20%) | **27** (15%) |
| Weighted | **32** (94%) | **18** (76%) | **12** (72%) |
| HardFilter | **32** (1.4) | **14** (1.4) | **12** (0.9) |

### 9. MDX02-2 (중목차(컨테이너)) — 소목차 포함 전체

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **14** (52%) | **12** (32%) | **29** (22%) |
| BM25 | **14** (95.5) | **12** (55.7) | **29** (51.3) |
| Char-ngram | **14** (17%) | **29** (7%) | **12** (7%) |
| Kiwi+BM25 | **14** (125.3) | **29** (81.3) | **12** (78.9) |
| Structural | **17** (91%) | **20** (75%) | **06** (66%) |
| AI-Meta | **14** (42%) | **03** (13%) | **06** (13%) |
| Weighted | **14** (100%) | **12** (47%) | **29** (46%) |
| HardFilter | **14** (95.5) | **12** (55.7) | **29** (51.3) |

### 10. MDX02-2.1 (소목차) — 업무 수행 과정의 변화

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **20** (16%) | **29** (12%) | **07** (9%) |
| BM25 | **29** (9.9) | **20** (7.9) | **32** (6.5) |
| Char-ngram | **14** (2%) | **08** (2%) | **11** (2%) |
| Kiwi+BM25 | **29** (17.4) | **07** (17.4) | **17** (14.5) |
| Structural | **17** (66%) | **21** (66%) | **04** (62%) |
| AI-Meta | **21** (18%) | **01** (14%) | **26** (14%) |
| Weighted | **29** (95%) | **08** (77%) | **14** (77%) |
| HardFilter | **29** (9.9) | **20** (7.9) | **32** (6.5) |

### 11. MDX02-2.2 (소목차) — 주체별 기대효과

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **14** (60%) | **12** (37%) | **29** (19%) |
| BM25 | **14** (90.3) | **12** (53.3) | **29** (39.4) |
| Char-ngram | **14** (19%) | **12** (7%) | **29** (6%) |
| Kiwi+BM25 | **14** (116.2) | **12** (71.9) | **29** (60.8) |
| Structural | **17** (85%) | **01** (70%) | **05** (65%) |
| AI-Meta | **14** (45%) | **03** (14%) | **06** (13%) |
| Weighted | **14** (100%) | **12** (46%) | **29** (36%) |
| HardFilter | **14** (88.5) | **12** (52.1) | **29** (38.7) |

### 12. MDX02-2.2-table (표) — 발주자/시공자/설계자 4×3

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **14** (61%) | **12** (37%) | **29** (19%) |
| BM25 | **14** (90.3) | **12** (52.6) | **29** (39.4) |
| Char-ngram | **14** (20%) | **12** (7%) | **29** (6%) |
| Kiwi+BM25 | **14** (114.8) | **12** (67.8) | **29** (59.3) |
| Structural | **17** (80%) | **01** (65%) | **05** (60%) |
| AI-Meta | **24** (30%) | **30** (30%) | **31** (30%) |
| Weighted | **14** (100%) | **12** (45%) | **29** (35%) |
| HardFilter | **14** (88.5) | **12** (51.4) | **29** (38.7) |

### 13. MDX03-1 (중목차) — 필수 요건 (기술/사람/자연)

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **15** (56%) | **13** (30%) | **20** (16%) |
| BM25 | **15** (62.9) | **13** (35.8) | **20** (19.4) |
| Char-ngram | **15** (21%) | **13** (9%) | **29** (5%) |
| Kiwi+BM25 | **15** (87.2) | **13** (43.2) | **16** (29.0) |
| Structural | **02** (17%) | **04** (16%) | **08** (16%) |
| AI-Meta | **13** (73%) | **27** (18%) | **20** (13%) |
| Weighted | **15** (100%) | **13** (48%) | **20** (24%) |
| HardFilter | **07** (7.8) | **19** (5.5) | **14** (5.4) |

### 14. MDX03-2 (중목차(컨테이너)) — 소목차 포함 전체

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **29** (66%) | **12** (19%) | **09** (15%) |
| BM25 | **29** (89.6) | **12** (28.4) | **30** (16.3) |
| Char-ngram | **29** (30%) | **12** (8%) | **15** (5%) |
| Kiwi+BM25 | **29** (101.6) | **12** (38.5) | **07** (33.4) |
| Structural | **25** (50%) | **26** (50%) | **02** (46%) |
| AI-Meta | **29** (69%) | **09** (16%) | **21** (16%) |
| Weighted | **29** (100%) | **12** (29%) | **15** (16%) |
| HardFilter | **30** (14.9) | **18** (14.6) | **17** (10.9) |

### 15. MDX03-2.1 (소목차) — 과정(Process)의 혁신

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **29** (51%) | **32** (11%) | **12** (9%) |
| BM25 | **29** (44.1) | **12** (10.4) | **30** (9.3) |
| Char-ngram | **29** (18%) | **12** (6%) | **15** (4%) |
| Kiwi+BM25 | **29** (52.0) | **18** (17.1) | **31** (16.8) |
| Structural | **17** (91%) | **20** (75%) | **06** (66%) |
| AI-Meta | **29** (65%) | **21** (18%) | **27** (14%) |
| Weighted | **29** (100%) | **12** (26%) | **15** (19%) |
| HardFilter | **29** (44.1) | **12** (10.4) | **30** (9.3) |

### 16. MDX03-2.1-table (표) — As-is/To-be 3행

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **29** (35%) | **04** (12%) | **18** (11%) |
| BM25 | **29** (19.5) | **18** (5.8) | **30** (4.6) |
| Char-ngram | **29** (9%) | **12** (3%) | **11** (2%) |
| Kiwi+BM25 | **29** (21.1) | **12** (7.0) | **18** (6.0) |
| Structural | **17** (80%) | **01** (65%) | **05** (60%) |
| AI-Meta | **29** (37%) | **05** (13%) | **12** (13%) |
| Weighted | **29** (100%) | **12** (28%) | **30** (22%) |
| HardFilter | **29** (19.4) | **18** (5.8) | **09** (3.6) |

### 17. MDX03-2.2 (소목차) — 결과(Product)의 변화

| 방법 | 1순위 | 2순위 | 3순위 |
|------|-------|-------|-------|
| TF-IDF | **29** (46%) | **12** (18%) | **09** (16%) |
| BM25 | **29** (41.8) | **12** (16.6) | **14** (11.6) |
| Char-ngram | **29** (18%) | **12** (9%) | **32** (4%) |
| Kiwi+BM25 | **29** (45.9) | **12** (21.6) | **07** (16.7) |
| Structural | **02** (61%) | **23** (56%) | **24** (56%) |
| AI-Meta | **29** (53%) | **09** (19%) | **21** (18%) |
| Weighted | **29** (100%) | **12** (43%) | **14** (22%) |
| HardFilter | **29** (41.9) | **12** (16.5) | **09** (11.7) |

## 프레임 번호 참고

| # | 제목 | 미리보기 |
|---|------|---------|
| **01** | _(제목없음)_ | ![01](../../data/figma_previews/01.png) |
| **02** | Engineering S/W 개발 | ![02](../../data/figma_previews/02.png) |
| **03** | 국외 | ![03](../../data/figma_previews/03.png) |
| **04** | 국내 | ![04](../../data/figma_previews/04.png) |
| **05** | 보상현황·민원 관리 | ![05](../../data/figma_previews/05.png) |
| **06** | 시공단계 토지 및 지장물에 대한 보상 현황과 다양한 민원 관리 업무 지원 | ![06](../../data/figma_previews/06.png) |
| **07** | _(제목없음)_ | ![07](../../data/figma_previews/07.png) |
| **08** | 효율적인 정보의 관리와 활용 | ![08](../../data/figma_previews/08.png) |
| **09** | 시공 전 모델 기반 시공상세 정보물 이용한 시공계획 작성 지원 | ![09](../../data/figma_previews/09.png) |
| **10** | 현장 실효성 증대 위한 **기본사항** | ![10](../../data/figma_previews/10.png) |
| **11** | 시공단계 BIM 모델과 정보 활용 구분 | ![11](../../data/figma_previews/11.png) |
| **12** | 건설산업의 목표 (BIM의 목적) | ![12](../../data/figma_previews/12.png) |
| **13** | 필수조건 | ![13](../../data/figma_previews/13.png) |
| **14** | _(제목없음)_ | ![14](../../data/figma_previews/14.png) |
| **15** | 정책목표 | ![15](../../data/figma_previews/15.png) |
| **16** | _(제목없음)_ | ![16](../../data/figma_previews/16.png) |
| **17** | 현황 및 문제점 | ![17](../../data/figma_previews/17.png) |
| **18** | BIM과 DX의 이해 | ![18](../../data/figma_previews/18.png) |
| **19** | **설계방식의 왜곡**은 엔지니어를 **기능인**으로 전락시킨다. | ![19](../../data/figma_previews/19.png) |
| **20** | 디지털 전환(DX)은 S/W가 필수다. | ![20](../../data/figma_previews/20.png) |
| **21** | Solution Engn. S/W | ![21](../../data/figma_previews/21.png) |
| **22** | Model에 특화된 Engn. S/W | ![22](../../data/figma_previews/22.png) |
| **23** | Application S/W 의 구분 | ![23](../../data/figma_previews/23.png) |
| **24** | Engn. S/W의 구성 과 특징 | ![24](../../data/figma_previews/24.png) |
| **25** | 3rd Party | ![25](../../data/figma_previews/25.png) |
| **26** | _(제목없음)_ | ![26](../../data/figma_previews/26.png) |
| **27** | _(제목없음)_ | ![27](../../data/figma_previews/27.png) |
| **28** | 현존 상용 S/W의 현실 | ![28](../../data/figma_previews/28.png) |
| **29** | 좌측 배너 과정 (Process)의 혁신 우측 배너 결과 (Products)의 혁신 | ![29](../../data/figma_previews/29.png) |
| **30** | 산업별 현황 | ![30](../../data/figma_previews/30.png) |
| **31** | 산업별 특성 과 발전방향 | ![31](../../data/figma_previews/31.png) |
| **32** | 좌측 Engn. Solution 우측 DfMA | ![32](../../data/figma_previews/32.png) |