# Priority 5 + 추가 샘플 7개 검토 (r3)

키워드 튜닝 후 재라벨링. 각 프레임에 **r2 → r3 변화** 표시. 추가 샘플은 r2 에서 의심스러웠던 카테고리 (stakeholder_roles, comparative_matrix, goal_axes, process_steps, persona_benefit) 에서 선별.

## r2 → r3 primary 변경 요약

- content_affinity primary 변경: **5/32 프레임**
- structure_intent primary 변경: **0/32 프레임**

### content_affinity primary 변경 (전체)
| Frame | r2 | → | r3 |
|---|---|---|---|
| 01 | `comparative_matrix` | → | **`interrelation`** |
| 03 | `stakeholder_roles` | → | **`policy_requirements`** |
| 04 | `stakeholder_roles` | → | **`policy_requirements`** |
| 05 | `concept_definition` | → | **`policy_requirements`** |
| 31 | `capability_requirements` | → | **`policy_requirements`** |

## Priority 5

## [Priority] Frame 03 — 국외 BIM 수행 현황

- layout: `list-numbered-4` (original: `list-numbered`)
- relation_type / cardinality.ideal: `parallel` / 4

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `stakeholder_roles` | **`policy_requirements`** | ✓ |
| structure_intent | `multi_parallel` | **`multi_parallel`** | — |

### r3 content_affinity: **`policy_requirements`**
- evidence: source=keyword_match, rule='국외' 등 키워드가 policy_requirements 를 가리킴, conf=0.95
- blocked: ['capability_requirements', 'concept_comparison', 'process_steps']

### r3 structure_intent: **`multi_parallel`**
- evidence: source=content_or_structure, rule=4개 병렬, conf=0.75

### alternative_patterns (4)
- `bullet-cards` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `list-stacked` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `side-card` (0.88, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.88)
- `definition-list` (0.82, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.82)

---

## [Priority] Frame 11 — 시공단계 BIM 모델·정보 활용 구분

- layout: `cards-3-category` (original: `3-category`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `concept_definition` | **`concept_definition`** | — |
| structure_intent | `multi_parallel` | **`multi_parallel`** | — |

### r3 content_affinity: **`concept_definition`**
- secondary: `comparative_matrix`
- evidence: source=keyword_match, rule='분류' 등 키워드가 concept_definition 를 가리킴, conf=0.8
- blocked: ['persona_benefit', 'capability_requirements', 'concept_comparison', 'process_steps']

### r3 structure_intent: **`multi_parallel`**
- secondary: `matrix_coverage`
- evidence: source=content_or_structure, rule=카드 3열, conf=0.75

### alternative_patterns (5)
- `3-section` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3-emphasis` (0.85, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.85)
- `3col-parallel` (0.72, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.72)
- `3col-cards` (0.65, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.65)
- `3col-compare` (0.65, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.65)

---

## [Priority] Frame 12 — 건설산업의 목표 (BIM의 목적)

- layout: `cycle-3way-intersection` (original: `cycle-3way`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `interrelation` | **`interrelation`** | — |
| structure_intent | `cycle_interrelation` | **`cycle_interrelation`** | — |

### r3 content_affinity: **`interrelation`**
- secondary: `goal_axes`
- evidence: source=keyword_match, rule='조화' 등 키워드가 interrelation 를 가리킴, conf=0.95
- blocked: ['persona_benefit', 'capability_requirements', 'process_steps']

### r3 structure_intent: **`cycle_interrelation`**
- secondary: `hierarchy`, `multi_parallel`
- evidence: source=content_or_structure, rule=조화, conf=0.95

### alternative_patterns (2)
- `3col-parallel` (0.7, manual_seed): 3개 요소를 순환 대신 평면 병렬 나열로 표현하는 대안
- `circular-nodes` (0.6, manual_seed): N개 요소를 radial 로 배치하는 대안

---

## [Priority] Frame 20 — 디지털 전환(DX)은 S/W가 필수다

- layout: `cards-3-header` (original: `3col-cards`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `capability_requirements` | **`capability_requirements`** | — |
| structure_intent | `multi_parallel` | **`multi_parallel`** | — |

### r3 content_affinity: **`capability_requirements`**
- secondary: `before_after_change`
- evidence: source=keyword_match, rule='필수' 등 키워드가 capability_requirements 를 가리킴, conf=0.85
- blocked: ['concept_comparison', 'comparative_matrix', 'concept_definition', 'process_steps']

### r3 structure_intent: **`multi_parallel`**
- secondary: `state_transition`
- evidence: source=content_or_structure, rule=3관점, conf=0.8

### alternative_patterns (5)
- `persona-3col` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3col-parallel` (0.78, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.78)
- `3col-compare` (0.69, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.69)
- `table-3col` (0.62, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.62)
- `compare-rows` (0.24, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.24)

---

## [Priority] Frame 29 — Process/Product 혁신

- layout: `banner-top-2col-bottom` (original: `compare-2banner-top-2col-bottom`)
- relation_type / cardinality.ideal: `compare` / 2

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `before_after_change` | **`before_after_change`** | — |
| structure_intent | `state_transition` | **`state_transition`** | — |

### r3 content_affinity: **`before_after_change`**
- secondary: `concept_comparison`, `comparative_matrix`
- evidence: source=keyword_match, rule='AS-IS' 등 키워드가 before_after_change 를 가리킴, conf=0.95
- blocked: ['process_steps']

### r3 structure_intent: **`state_transition`**
- secondary: `binary_compare`
- evidence: source=content_or_structure, rule=AS-IS, conf=0.95

### alternative_patterns (5)
- `compare-2col` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `table-2col` (0.98, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.98)
- `2col-paired` (0.86, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.86)
- `2-boxes` (0.54, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.54)
- `central-split` (0.52, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.52)

---

## 추가 샘플 (r2 의심 프레임)

## [Sample] Frame 01 — S/W 개발 방향 순환도

- layout: `circular-nodes-6` (original: `circular-nodes`)
- relation_type / cardinality.ideal: `parallel` / 6

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `comparative_matrix` | **`interrelation`** | ✓ |
| structure_intent | `cycle_interrelation` | **`cycle_interrelation`** | — |

### r3 content_affinity: **`interrelation`**
- secondary: `comparative_matrix`, `goal_axes`
- evidence: source=keyword_match, rule='순환' 등 키워드가 interrelation 를 가리킴, conf=0.85
- blocked: ['concept_comparison', 'capability_requirements', 'concept_definition', 'process_steps']

### r3 structure_intent: **`cycle_interrelation`**
- secondary: `matrix_coverage`, `state_transition`
- evidence: source=content_or_structure, rule=순환, conf=0.7

### alternative_patterns (0)

---

## [Sample] Frame 04 — 국내 BIM 수행 관계도

- layout: `quadrilateral-relations` (original: `diagram-labels`)
- relation_type / cardinality.ideal: `hierarchy` / 4

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `stakeholder_roles` | **`policy_requirements`** | ✓ |
| structure_intent | `hierarchy` | **`hierarchy`** | — |

### r3 content_affinity: **`policy_requirements`**
- secondary: `interrelation`
- evidence: source=keyword_match, rule='국내' 등 키워드가 policy_requirements 를 가리킴, conf=0.7
- blocked: ['capability_requirements', 'process_steps']

### r3 structure_intent: **`hierarchy`**
- evidence: source=content_or_structure, rule=중앙, conf=0.65

### alternative_patterns (0)

---

## [Sample] Frame 13 — 필수조건

- layout: `3-column` (original: `3col-parallel`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `comparative_matrix` | **`comparative_matrix`** | — |
| structure_intent | `multi_parallel` | **`multi_parallel`** | — |

### r3 content_affinity: **`comparative_matrix`**
- secondary: `capability_requirements`
- evidence: source=keyword_match, rule='축' 등 키워드가 comparative_matrix 를 가리킴, conf=0.7
- blocked: ['concept_comparison', 'process_steps']

### r3 structure_intent: **`multi_parallel`**
- evidence: source=content_or_structure, rule=3개 병렬, conf=0.8

### alternative_patterns (5)
- `persona-3col` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3col-cards` (0.75, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.75)
- `3col-compare` (0.71, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.71)
- `table-3col` (0.6, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.6)
- `3-section` (0.31, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.31)

---

## [Sample] Frame 14 — 주체별 기대효과

- layout: `persona-3col` (original: `persona-3col`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `persona_benefit` | **`persona_benefit`** | — |
| structure_intent | `persona_mapping` | **`persona_mapping`** | — |

### r3 content_affinity: **`persona_benefit`**
- secondary: `goal_axes`, `stakeholder_roles`
- evidence: source=keyword_match, rule='발주자' 등 키워드가 persona_benefit 를 가리킴, conf=0.95
- blocked: ['concept_comparison', 'process_steps']

### r3 structure_intent: **`persona_mapping`**
- secondary: `matrix_coverage`, `multi_parallel`
- evidence: source=content_or_structure, rule=주체별, conf=0.8

### alternative_patterns (5)
- `3col-parallel` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3col-cards` (0.95, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.95)
- `table-3col` (0.93, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.93)
- `3col-compare` (0.8, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.8)
- `compare-rows` (0.33, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.33)

---

## [Sample] Frame 19 — 설계방식 왜곡 (엔지니어 → 기능인)

- layout: `cards-3-compare` (original: `3col-compare`)
- relation_type / cardinality.ideal: `compare` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `stakeholder_roles` | **`stakeholder_roles`** | — |
| structure_intent | `singleton_emphasis` | **`singleton_emphasis`** | — |

### r3 content_affinity: **`stakeholder_roles`**
- secondary: `comparative_matrix`
- evidence: source=keyword_match, rule='역할' 등 키워드가 stakeholder_roles 를 가리킴, conf=0.7
- blocked: ['concept_comparison', 'process_steps']

### r3 structure_intent: **`singleton_emphasis`**
- secondary: `binary_compare`, `multi_parallel`
- evidence: source=content_or_structure, rule=문제, conf=0.85

### alternative_patterns (5)
- `persona-3col` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3col-parallel` (0.75, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.75)
- `3col-cards` (0.7, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.7)
- `table-3col` (0.65, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.65)
- `compare-rows` (0.28, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.28)

---

## [Sample] Frame 22 — Model에 특화된 Engn. S/W

- layout: `split-panel-numbered` (original: `split-panel-numbered`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `process_steps` | **`process_steps`** | — |
| structure_intent | `singleton_emphasis` | **`singleton_emphasis`** | — |

### r3 content_affinity: **`process_steps`**
- evidence: source=layout_default, rule=layout → 기본 affinity, conf=0.6
- blocked: ['concept_comparison', 'capability_requirements', 'concept_definition', 'process_steps']

### r3 structure_intent: **`singleton_emphasis`**
- secondary: `multi_parallel`
- evidence: source=content_or_structure, rule=강조, conf=0.65

### alternative_patterns (5)
- `bullet-cards` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `list-numbered` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `list-stacked` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `side-card` (0.88, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.88)
- `definition-list` (0.82, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.82)

---

## [Sample] Frame 28 — 현존 상용 S/W의 현실

- layout: `title-plus-3-emphasis` (original: `3-emphasis`)
- relation_type / cardinality.ideal: `parallel` / 3

### r2 → r3
| 축 | r2 | r3 | 변경 |
|---|---|---|---|
| content_affinity | `goal_axes` | **`goal_axes`** | — |
| structure_intent | `singleton_emphasis` | **`singleton_emphasis`** | — |

### r3 content_affinity: **`goal_axes`**
- secondary: `singleton_emphasis`
- evidence: source=layout_default, rule=layout → 기본 affinity, conf=0.6
- blocked: ['process_steps']

### r3 structure_intent: **`singleton_emphasis`**
- secondary: `multi_parallel`
- evidence: source=content_or_structure, rule=강조, conf=0.95

### alternative_patterns (5)
- `3-section` (1.0, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 1.0)
- `3-category` (0.9, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.9)
- `3col-parallel` (0.71, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.71)
- `3col-cards` (0.64, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.64)
- `3col-compare` (0.64, derived_from_COMPAT): _COMPAT 공통 호환 mdx_layout 집합 기반 파생 (정규화 0.64)

---