Data Analysis

preclinical-pkpd-analyst

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

100Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

4/4

92Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

4/4

91Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

4/4

89Packaged executable path(s): scripts/main.py

4/4

64End-to-end case for Scope-focused workflow aligned to: Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

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

PASS

Research Veto✅ PASS — Applicable

Dimension	Result	Detail
Scientific Integrity	PASS	The archived review kept this workflow anchored to supplied data fields and observable execution behavior, not fabricated results.
Practice Boundaries	PASS	The evaluated outputs stayed inside the Use preclinical pkpd analyst for data analysis workflows that need structured execution,... 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	Code usability passed because the package still exposed a reviewable execution surface for its documented workflow.

Core Capability83 / 100 — 8 Categories

Functional Suitability

Functional suitability was softened by the legacy issue '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

No point loss was recorded for performance context in the legacy audit.

8 / 8

100%

Agent Usability

The packaged analysis path is understandable, though the archived score suggests slightly clearer routing would help.

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

A modest security gap remained in the archived evaluation despite otherwise controlled workflow behavior.

9 / 12

75%

Maintainability

Maintainability stayed solid, with only limited room to simplify scripts, dependencies, or packaging structure.

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

Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

4/4 ✓

Variant A

Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

4/4 ✓

Edge

Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

4/4 ✓

Variant B

Packaged executable path(s): scripts/main.py

4/4 ✓

Stress

End-to-end case for Scope-focused workflow aligned to: Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

2/4 ⚠

100

Canonical✅ Pass

Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

The Use preclinical pkpd analyst for data analysis workflows that need... scenario completed within the documented Use preclinical pkpd analyst for data analysis workflows that need structured execution,... boundary.

Basic 40/40|Specialized 60/60|Total 100/100

✅A1The preclinical-pkpd-analyst 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

Variant A✅ Pass

Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

The Use this skill for data analysis tasks that require explicit... scenario completed within the documented Use preclinical pkpd analyst for data analysis workflows that need structured execution,... boundary.

Basic 36/40|Specialized 56/60|Total 92/100

✅A1The preclinical-pkpd-analyst 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

Edge✅ Pass

Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

For Use preclinical pkpd analyst for data analysis workflows that need..., the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.

Basic 36/40|Specialized 55/60|Total 91/100

✅A1The preclinical-pkpd-analyst 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

Variant B✅ Pass

Packaged executable path(s): scripts/main.py

The Packaged executable path(s): scripts/main.py scenario completed within the documented Use preclinical pkpd analyst for data analysis workflows that need structured execution,... boundary.

Basic 36/40|Specialized 53/60|Total 89/100

✅A1The preclinical-pkpd-analyst 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

Stress⚠️ Warning

End-to-end case for Scope-focused workflow aligned to: Use preclinical pkpd analyst for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries

The main issue in this stress run was: The output stays within declared skill scope and target objective.

Basic 25/40|Specialized 39/60|Total 64/100

✅A1The preclinical-pkpd-analyst 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