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)

Priority 5

[Priority] Frame 03 — 국외 BIM 수행 현황

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

r2 → r3

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

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

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

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

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

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

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

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

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

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

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

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)