Data Analysis
western-blot-quantifier
Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls.
86100Total Score
Core Capability
83 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
13 / 16
Human Usability
7 / 8
Security
9 / 12
Maintainability
9 / 12
Agent-Specific
16 / 20
Medical Task
18 / 20 Passed
100Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
4/4
92Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4
91Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
4/4
89Packaged executable path(s): scripts/__init__.py plus 1 additional script(s)
4/4
64End-to-end case for Scope-focused workflow aligned to: Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
2/4
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 integrity held because extraction and analysis outputs stayed tied to provided text, metadata, or runtime evidence rather than invented study findings. |
| Practice Boundaries | PASS | The evaluated outputs stayed inside the Automatically identify Western Blot gel bands, perform densitometric analysis, and... and did not drift into unsupported interpretation beyond the available inputs. |
| Methodological Ground | PASS | Methodological grounding was preserved through the documented inputs, transformations, and expected artifacts. |
| Code Usability | PASS | The legacy audit did not record a code-usability failure in the packaged analysis path. |
Core Capability83 / 100 — 8 Categories
Functional Suitability
The archived deduction in functional suitability traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
11 / 12
92%
Reliability
The archived deduction in reliability traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
10 / 12
83%
Performance & Context
Performance context reached full score in the archived evaluation.
8 / 8
100%
Agent Usability
Agent usability was strong, but the workflow could surface its entry conditions a little more directly.
13 / 16
81%
Human Usability
Human usability was softened by the legacy issue 'Stabilize executable path and fallback behavior'. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
7 / 8
88%
Security
Security remained strong, though the archived review still left some room for clearer execution guardrails.
9 / 12
75%
Maintainability
The archived review treated the package as maintainable, while still preserving some room for cleanup.
9 / 12
75%
Agent-Specific
The archived deduction in agent specific traces back to: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
16 / 20
80%
Core Capability Total83 / 100
Medical TaskExecution Average: 87.2 / 100 — Assertions: 18/20 Passed
100
Canonical
Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
4/4 ✓
92
Variant A
Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4 ✓
91
Edge
Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
4/4 ✓
89
Variant B
Packaged executable path(s): scripts/__init__.py plus 1 additional script(s)
4/4 ✓
64
Stress
End-to-end case for Scope-focused workflow aligned to: Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
2/4 ⚠
100
Canonical✅ Pass
Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
Automatically identify Western Blot gel bands, perform... remained well-aligned with the documented contract in the preserved audit.
Basic 40/40|Specialized 60/60|Total 100/100
✅A1The western-blot-quantifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
92
Variant A✅ Pass
Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
The archived evaluation treated Use this skill for data analysis tasks that require explicit... as a clean in-scope run.
Basic 36/40|Specialized 56/60|Total 92/100
✅A1The western-blot-quantifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
91
Edge✅ Pass
Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
The archived run for Automatically identify Western Blot gel bands, perform... confirmed the helper entrypoint and left the workflow in a stable state.
Basic 36/40|Specialized 55/60|Total 91/100
✅A1The western-blot-quantifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
89
Variant B✅ Pass
Packaged executable path(s): scripts/__init__.py plus 1 additional script(s)
The archived evaluation treated Packaged executable path(s): scripts/__init__.py plus 1 additional... as a clean in-scope run.
Basic 36/40|Specialized 53/60|Total 89/100
✅A1The western-blot-quantifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
64
Stress⚠️ Warning
End-to-end case for Scope-focused workflow aligned to: Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls
The preserved weakness for End-to-end case for Scope-focused workflow aligned to: Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls was concentrated in one point: The output stays within declared skill scope and target objective.
Basic 25/40|Specialized 39/60|Total 64/100
✅A1The western-blot-quantifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
❌A3The output stays within declared skill scope and target objective
❌A4Required research safety/boundary guidance is present without overclaims
Pass rate: 2 / 4
Medical Task Total87.2 / 100
Key Strengths
- Primary routing is Data Analysis with execution mode B
- Static quality score is 83/100 and dynamic average is 87.2/100
- Assertions and command execution outcomes are recorded per input for human review