BZJZ_Material/文档润色流和知识库构建流/claude-scholar/skills/publication-chart-skill/references/workflow.md

Workflow

Default decision order

1. Identify the scientific communication goal.
2. Probe the environment and available assets lightly.
3. Decide whether the evidence should be a figure, a table, or a paired figure+table deliverable.
4. Choose the strongest representation family.
5. Route to pubfig, pubtab, or both.
6. Produce the smallest runnable implementation.
7. Specify export outputs explicitly.
8. Run publication QA.
9. Propose revisions if the result is weak.

Handoff checklist

For every task, try to make these explicit:

• claim the artifact is supposed to support
• data shape and grouping structure
• target audience or venue expectations
• figure vs table role
• exact output filenames and formats
• whether the artifact is final, draft, or revision
• whether the current environment can execute the proposed route immediately

Delivery contract

A strong response should make clear:

• which artifact type was chosen,
• why it was chosen,
• which tool owns each artifact,
• what the first runnable command/code path is,
• what output files should be produced,
• what still needs user input or upstream data.

Default output priorities

Prioritize in this order:

1. clarity of claim
2. correct artifact type
3. minimal runnable implementation
4. publication-ready export
5. QA and revision guidance

Graceful degradation when tools are missing

If pubfig or pubtab is not installed:

• keep the workflow going,
• provide installation guidance,
• provide pseudocode or draft commands,
• specify the recommended artifact structure,
• preserve the QA and revision guidance.

Figure / table split rules

Use a figure when the reader needs to quickly perceive:

• trend
• distribution shape
• relationship
• calibration or diagnostic behavior
• composition or hierarchy
• visual comparison across a moderate number of groups

Use a table when the reader needs:

• exact numbers
• many metrics side by side
• benchmark grids
• ablation matrices
• appendix-style detail
• reproducible value lookup

Use both when:

• the figure carries the visual claim,
• the table preserves exact values,
• or the paper section benefits from a fast visual summary plus precise numeric evidence.