Evidence Insight
citation-network
92100Total Score
Core Capability
87 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
9 / 12
Maintainability
10 / 12
Agent-Specific
17 / 20
Medical Task
20 / 20 Passed
100You have a citation relationship table (who cites whom) and want to quickly turn it into a directed network for analysis
4/4
97You are conducting a literature review and need to identify influential papers (high in-degree / centrality) and core clusters
4/4
95Builds a directed citation graph from a minimal CSV containing source and target
4/4
94De-duplicates nodes by identifier (DOI recommended; otherwise unique titles)
4/4
94End-to-end case for Builds a directed citation graph from a minimal CSV containing source and target
4/4
Veto GatesRequired pass for any deployment consideration
Skill Veto✓ All 4 gates passed
✓
Operational Stability
System remains stable across varied inputs and edge cases
PASS✓
Structural Consistency
Output structure conforms to expected skill contract format
PASS✓
Result Determinism
Equivalent inputs produce semantically equivalent outputs
PASS✓
System Security
No prompt injection, data leakage, or unsafe tool use detected
PASSResearch Veto✅ PASS — Applicable
| Dimension | Result | Detail |
|---|---|---|
| Scientific Integrity | PASS | Scientific content remained anchored to fetched metadata or source-linked evidence in the legacy review. |
| Practice Boundaries | PASS | The legacy review kept this workflow on the evidence-access side of the boundary, not the advice-giving side. |
| Methodological Ground | PASS | The older review treated the package logic as methodologically aligned with its stated workflow. |
| Code Usability | PASS | The packaged retrieval surface remained understandable at the command and parameter level in the archived review. |
Core Capability87 / 100 — 8 Categories
Functional Suitability
The legacy audit deducted points for citation-network in functional suitability.
11 / 12
92%
Reliability
The archived evaluation left some headroom for citation-network under reliability.
10 / 12
83%
Performance & Context
The legacy audit gave full marks to performance context for this package.
8 / 8
100%
Agent Usability
The archived evaluation left some headroom for citation-network under agent usability.
14 / 16
88%
Human Usability
Human usability reached full score in the archived evaluation.
8 / 8
100%
Security
The archived evaluation left some headroom for citation-network under security.
9 / 12
75%
Maintainability
A modest deduction remained in maintainability for citation-network in the archived review.
10 / 12
83%
Agent-Specific
A modest deduction remained in agent specific for citation-network in the archived review.
17 / 20
85%
Core Capability Total87 / 100
Medical TaskExecution Average: 96 / 100 — Assertions: 20/20 Passed
100
Canonical
You have a citation relationship table (who cites whom) and want to quickly turn it into a directed network for analysis
4/4 ✓
97
Variant A
You are conducting a literature review and need to identify influential papers (high in-degree / centrality) and core clusters
4/4 ✓
95
Edge
Builds a directed citation graph from a minimal CSV containing source and target
4/4 ✓
94
Variant B
De-duplicates nodes by identifier (DOI recommended; otherwise unique titles)
4/4 ✓
94
Stress
End-to-end case for Builds a directed citation graph from a minimal CSV containing source and target
4/4 ✓
100
Canonical✅ Pass
You have a citation relationship table (who cites whom) and want to quickly turn it into a directed network for analysis
You have a citation relationship table (who cites whom) and want to... remained well-aligned with the documented contract in the preserved audit.
Basic 38/40|Specialized 60/60|Total 100/100
✅A1The citation-network output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
97
Variant A✅ Pass
You are conducting a literature review and need to identify influential papers (high in-degree / centrality) and core clusters
The archived evaluation treated You are conducting a literature review and need to identify... as a clean in-scope run.
Basic 36/40|Specialized 60/60|Total 97/100
✅A1The citation-network output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
95
Edge✅ Pass
Builds a directed citation graph from a minimal CSV containing source and target
The archived evaluation treated Builds a directed citation graph from a minimal CSV containing... as a clean in-scope run.
Basic 35/40|Specialized 60/60|Total 95/100
✅A1The citation-network output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
94
Variant B✅ Pass
De-duplicates nodes by identifier (DOI recommended; otherwise unique titles)
The De-duplicates nodes by identifier (DOI recommended; otherwise... scenario completed within the documented Build and visualize a citation network from a source/target CSV to identify key papers,... boundary.
Basic 34/40|Specialized 60/60|Total 94/100
✅A1The citation-network output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
94
Stress✅ Pass
End-to-end case for Builds a directed citation graph from a minimal CSV containing source and target
The End-to-end case for Builds a directed citation graph from a minimal... scenario completed within the documented Build and visualize a citation network from a source/target CSV to identify key papers,... boundary.
Basic 31/40|Specialized 60/60|Total 94/100
✅A1The citation-network output structure matches the documented deliverable
✅A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
Medical Task Total96 / 100
Key Strengths
- Primary routing is Evidence Insight with execution mode B
- Static quality score is 87/100 and dynamic average is 83.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: Script verification 3/3; adjustment=5. build_citation_network.py: OK; export_gexf_html.py: OK; init_run.py: OK