Academic Writing
method-writing
Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA).
87100Total Score
Core Capability
85 / 100
Functional Suitability
11 / 12
Reliability
9 / 12
Performance & Context
7 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
11 / 12
Maintainability
9 / 12
Agent-Specific
16 / 20
Medical Task
20 / 20 Passed
92Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
4/4
88Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
4/4
86Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
4/4
86IMRAD-compatible structure: Organizes Methods content into standard subsections (design, setting, participants/samples, procedures, outcomes, statistics, ethics)
4/4
86End-to-end case for Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
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 | The legacy review did not flag invented scientific claims in the package's writing-oriented output. |
| Practice Boundaries | PASS | Practice boundaries held because the package kept to Write and revise the Methods section of research papers to ensure reproducibility instead of claiming new evidence. |
| Methodological Ground | PASS | No methodological-grounding issue was recorded for method-writing in the archived evaluation. |
| Code Usability | N/A | The audited output is a narrative or formatting deliverable rather than a code-first scientific workflow. |
Core Capability85 / 100 — 8 Categories
Functional Suitability
Related legacy finding for method-writing: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
11 / 12
92%
Reliability
Reliability was softened by the legacy issue 'Improve stress-case output rigor'. Stress and boundary scenarios show weaker consistency
9 / 12
75%
Performance & Context
The archived review left minor headroom in how efficiently this dissemination workflow scales across heavier tasks.
7 / 8
88%
Agent Usability
The archived score suggests slightly clearer routing would help an agent choose the right dissemination path faster.
14 / 16
88%
Human Usability
No point loss was recorded for human usability in the legacy audit.
8 / 8
100%
Security
Security scored well, though the archived review still left some room to state source-faithful boundaries more explicitly.
11 / 12
92%
Maintainability
Maintainability stayed solid, with modest room to simplify or consolidate the conversion workflow.
9 / 12
75%
Agent-Specific
The archived deduction in agent specific traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
16 / 20
80%
Core Capability Total85 / 100
Medical TaskExecution Average: 87.6 / 100 — Assertions: 20/20 Passed
92
Canonical
Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
4/4 ✓
88
Variant A
Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
4/4 ✓
86
Edge
Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
4/4 ✓
86
Variant B
IMRAD-compatible structure: Organizes Methods content into standard subsections (design, setting, participants/samples, procedures, outcomes, statistics, ethics)
4/4 ✓
86
Stress
End-to-end case for Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
4/4 ✓
92
Canonical✅ Pass
Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
This canonical case was handled as a bounded writing workflow, not as an executable pipeline.
Basic 36/40|Specialized 56/60|Total 92/100
✅A1The method-writing output structure matches the documented deliverable
✅A2The instruction path remains actionable 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
88
Variant A✅ Pass
Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g., CONSORT/STROBE/PRISMA)
The archived run for Write and revise the Methods section of research papers to ensure... stayed on the narrative-deliverable path rather than a code path.
Basic 34/40|Specialized 54/60|Total 88/100
✅A1The method-writing output structure matches the documented deliverable
✅A2The instruction path remains actionable 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
86
Edge✅ Pass
Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
This edge case was handled as a bounded writing workflow, not as an executable pipeline.
Basic 33/40|Specialized 53/60|Total 86/100
✅A1The method-writing output structure matches the documented deliverable
✅A2The instruction path remains actionable 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
86
Variant B✅ Pass
IMRAD-compatible structure: Organizes Methods content into standard subsections (design, setting, participants/samples, procedures, outcomes, statistics, ethics)
IMRAD-compatible structure: Organizes Methods content into standard... remained a writing-first workflow and was evaluated without depending on a runnable helper script.
Basic 32/40|Specialized 54/60|Total 86/100
✅A1The method-writing output structure matches the documented deliverable
✅A2The instruction path remains actionable 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
86
Stress✅ Pass
End-to-end case for Reproducible Methods prose: Produces fluent paragraph-based Methods text suitable for final manuscripts (not bullet lists)
The archived run for End-to-end case for Reproducible Methods prose: Produces fluent... stayed on the narrative-deliverable path rather than a code path.
Basic 29/40|Specialized 57/60|Total 86/100
✅A1The method-writing output structure matches the documented deliverable
✅A2The instruction path remains actionable 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 Total87.6 / 100
Key Strengths
- Primary routing is Academic Writing with execution mode A
- Static quality score is 85/100 and dynamic average is 79.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: No script verification was applicable