Data Analysis

survival-analysis-km

89100Total Score
Core Capability
88 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
10 / 12
Maintainability
10 / 12
Agent-Specific
17 / 20
Medical Task
18 / 20 Passed
100Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
4/4
100Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4
92Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
4/4
91Packaged executable path(s): scripts/main.py
4/4
65End-to-end case for Scope-focused workflow aligned to: Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
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
DimensionResultDetail
Scientific IntegrityPASSThe archived review kept this workflow anchored to supplied data fields and observable execution behavior, not fabricated results.
Practice BoundariesPASSThe evaluated outputs stayed inside the Kaplan-Meier survival analysis tool for clinical and biological research. Generates... and did not drift into unsupported interpretation beyond the available inputs.
Methodological GroundPASSThe archived evaluation treated the workflow as method-linked rather than ad hoc.
Code UsabilityPASSThe archived review preserved a usable code path with named scripts, expected inputs, and a recognizable output contract.

Core Capability88 / 1008 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
The legacy audit gave full marks to performance context for this package.
8 / 8
100%
Agent Usability
The archived review left some headroom in how quickly an agent can lock onto the intended analysis path.
14 / 16
88%
Human Usability
Human usability reached full score in the archived evaluation.
8 / 8
100%
Security
A modest security gap remained in the archived evaluation despite otherwise controlled workflow behavior.
10 / 12
83%
Maintainability
Maintainability stayed solid, with only limited room to simplify scripts, dependencies, or packaging structure.
10 / 12
83%
Agent-Specific
Related legacy finding for survival-analysis-km: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
17 / 20
85%
Core Capability Total88 / 100

Medical TaskExecution Average: 89.6 / 100 — Assertions: 18/20 Passed

100
Canonical
Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
4/4
100
Variant A
Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4
92
Edge
Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
4/4
91
Variant B
Packaged executable path(s): scripts/main.py
4/4
65
Stress
End-to-end case for Scope-focused workflow aligned to: Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests
2/4
100
Canonical✅ Pass
Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests

Kaplan-Meier survival analysis tool for clinical and biological... remained well-aligned with the documented contract in the preserved audit.

Basic 40/40|Specialized 60/60|Total 100/100
A1The survival-analysis-km 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
100
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 Kaplan-Meier survival analysis tool for clinical and biological research. Generates... boundary.

Basic 40/40|Specialized 60/60|Total 100/100
A1The survival-analysis-km 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
Edge✅ Pass
Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests

The Kaplan-Meier survival analysis tool for clinical and biological... scenario completed within the documented Kaplan-Meier survival analysis tool for clinical and biological research. Generates... boundary.

Basic 36/40|Specialized 56/60|Total 92/100
A1The survival-analysis-km 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
Variant B✅ Pass
Packaged executable path(s): scripts/main.py

Packaged executable path(s): scripts/main.py remained well-aligned with the documented contract in the preserved audit.

Basic 36/40|Specialized 55/60|Total 91/100
A1The survival-analysis-km 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
65
Stress⚠️ Warning
End-to-end case for Scope-focused workflow aligned to: Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests

This stress case was mostly intact, but the archived review centered its concern on: The output stays within declared skill scope and target objective.

Basic 25/40|Specialized 40/60|Total 65/100
A1The survival-analysis-km 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 Total89.6 / 100

Key Strengths

  • Primary routing is Data Analysis with execution mode B
  • Static quality score is 88/100 and dynamic average is 89.6/100
  • Assertions and command execution outcomes are recorded per input for human review