Academic Writing
labarchive-integration
Converts LabArchives notebook data, entry metadata, and authorized ELN exports into manuscript-ready academic writing outputs such as Methods sections, data-availability statements, reproducibility appendices, experiment timelines, and submission support notes. Optional bundled scripts can be used to collect or validate source notebook data before writing.
90100Total 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
20 / 20 Passed
95Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
4/4
91Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
4/4
89Validate authorization and source sufficiency
4/4
89Draft the requested academic writing output
4/4
89Run the final writing safety pass
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 integrity remained intact because the package rewrote or structured material without fabricating findings. |
| Practice Boundaries | PASS | The evaluated outputs stayed inside the Converts LabArchives notebook data, entry metadata, and authorized ELN exports into... workflow rather than drifting into unsupported scientific interpretation. |
| Methodological Ground | PASS | The legacy audit preserved a method-grounded interpretation of the Converts LabArchives notebook data, entry metadata, and authorized ELN exports into manuscript-ready academic writing outputs such as Methods sections, data-availability statements, reproducibility appendices, experiment timelines, and submission support notes. Optional bundled scripts can be used to collect or validate source notebook data before writing workflow. |
| Code Usability | N/A | The audited output is a narrative or formatting deliverable rather than a code-first scientific workflow. |
Core Capability88 / 100 — 8 Categories
Functional Suitability
Related legacy finding for labarchive-integration: 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
10 / 12
83%
Performance & Context
No point loss was recorded for performance context in the legacy audit.
8 / 8
100%
Agent Usability
Agent usability was strong, though the workflow could surface its main conversion branches more directly.
14 / 16
88%
Human Usability
Human usability reached full score in the archived evaluation.
8 / 8
100%
Security
Security scored well, though the archived review still left some room to state source-faithful boundaries more explicitly.
10 / 12
83%
Maintainability
Maintainability stayed solid, with modest room to simplify or consolidate the conversion workflow.
10 / 12
83%
Agent-Specific
Agent specific was softened by the legacy issue 'Improve stress-case output rigor'. Stress and boundary scenarios show weaker consistency
17 / 20
85%
Core Capability Total88 / 100
Medical TaskExecution Average: 90.6 / 100 — Assertions: 20/20 Passed
95
Canonical
Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
4/4 ✓
91
Variant A
Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
4/4 ✓
89
Edge
Validate authorization and source sufficiency
4/4 ✓
89
Variant B
Draft the requested academic writing output
4/4 ✓
89
Stress
Run the final writing safety pass
4/4 ✓
95
Canonical✅ Pass
Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
Electronic Lab Notebook API integration. Access notebooks, manage... remained a writing-first workflow and was evaluated without depending on a runnable helper script.
Basic 36/40|Specialized 59/60|Total 95/100
✅A1The labarchive-integration 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
91
Variant A✅ Pass
Electronic Lab Notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap for programmatic ELN workflows
This variant a case was handled as a bounded writing workflow, not as an executable pipeline.
Basic 34/40|Specialized 57/60|Total 91/100
✅A1The labarchive-integration 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
89
Edge✅ Pass
Validate authorization and source sufficiency
Validate authorization and source sufficiency remained a writing-first workflow and was evaluated without depending on a runnable helper script.
Basic 33/40|Specialized 56/60|Total 89/100
✅A1The labarchive-integration 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
89
Variant B✅ Pass
Draft the requested academic writing output
Draft the requested academic writing output remained a writing-first workflow and was evaluated without depending on a runnable helper script.
Basic 32/40|Specialized 57/60|Total 89/100
✅A1The labarchive-integration 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
89
Stress✅ Pass
Run the final writing safety pass
This stress case was handled as a bounded writing workflow, not as an executable pipeline.
Basic 29/40|Specialized 60/60|Total 89/100
✅A1The labarchive-integration 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 Total90.6 / 100
Key Strengths
- Primary routing is Academic Writing with execution mode B
- Static quality score is 88/100 and dynamic average is 79.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: Script verification 2/3; adjustment=3. entry_operations.py: OK; notebook_operations.py: OK; setup_config.py: rc=1