name: nature-data
description: >-
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans,
dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about
Nature data availability, research data sharing, repository selection, accession numbers,
restricted or sensitive data, source data, supplementary datasets, DataCite-style dataset
references, FAIR metadata for academic publication, or Chinese-to-English data availability
wording for Chinese-speaking authors preparing Nature-family submissions.
Also trigger on general academic-writing data needs even without the word "Nature", such as
writing a data availability statement for any journal, code/data sharing sections, repository
selection while writing a paper, and Chinese phrasings like 数据可用性声明、数据可用性、
数据共享、代码可用性、学术写作数据声明、写数据声明、数据存放、数据仓库选择.
metadata:
author: Yuan1z skill, refactored into static/dynamic layers
Nature Data Availability — Router
Additional configured journals
For Applied Soft Computing (ASC), Engineering Applications of Artificial
Intelligence (EAAI), ISA Transactions, Knowledge-Based Systems (KBS),
Measurement, Neurocomputing, or IEEE Transactions on Reliability, use
../nature-shared/journal-formats/index.md to resolve the exact journal.
Preserve this skill’s task workflow and evidence safeguards. Apply only the
selected reference’s relevant scope; do not impose flagship-Nature significance
or import another journal’s numerical, citation, or production defaults.
These seven profiles do not yet establish verified official submission limits;
verify the target’s current official source when such requirements affect work.
ESWA journal context
When the target is Expert Systems with Applications (ESWA or
Expert Syst. Appl., case-insensitive), read
../nature-shared/journal-formats/eswa.md before applying journal-specific defaults.
Use its Option C data deposit/citation-or-explanation requirement and
submission data statement. Keep actual code/data access and restrictions explicit.
Do not apply NMI Software Submission Checklist or Nature statement-placement
requirements to ESWA unless separately requested by the editor.
This skill is split into two layers:
- A static layer under
static/ that holds versioned, reusable content fragments (the default stance and source hierarchy, the Chinese-user operating mode, and the workflow with output format).
- A dynamic layer (this file plus
manifest.yaml) that loads the core every time and reaches for the deeper policy/repository/FAIR references only when a step needs them.
Do not try to apply the data-availability logic from memory or from this router. Always load fragments from disk as described below.
Routing protocol
Follow these four steps every time the skill is invoked.
1. Load the manifest and the core layer
Read manifest.yaml. Then read every file listed under always_load:
static/core/stance.md — what the data-availability package is, the default stance, and the source hierarchy.
static/core/chinese-mode.md — how to operate when the user writes in Chinese (accept Chinese, draft English, convert terms precisely).
static/core/workflow.md — the eight-step workflow and the output format.
2. No content axis — confirm journal and language inline
Unlike nature-writing or nature-figure, nature-data has no fragment axis. Its variation is handled at runtime, not by loading different content bodies:
- journal/article type — if journal-specific instructions conflict with this skill, follow the journal.
- access route — each dataset is classified into one route (public repository, controlled access, within paper, reused public, third-party restricted, justified request, or not applicable).
- user language — if the user writes Chinese, follow
core/chinese-mode.md and add the 中文核对 block.
3. Run the workflow
Follow the eight-step workflow in core/workflow.md: identify the journal, inventory every supporting dataset, classify each into one access route, choose repository and identifier strategy before drafting, draft the statement with explicit dataset-to-location mapping, add formal dataset citations, run the FAIR/metadata audit, and return ready-to-paste text plus unresolved fields.
Do not invent DOIs, accession numbers, repository names, licences, embargo dates, ethics approvals, access committees, or data-use conditions. Flag "available upon request" as weak unless there is a specific legal, ethical, commercial, or third-party restriction.
4. Reach for references only when needed
The files under references/ are deep references, not defaults. Open them on demand per the references.on_demand table in the manifest — for example references/policy-principles.md for the governing rules and edge cases, references/repository-and-identifiers.md for repository/accession/DOI choices, references/statement-patterns.md for ready-to-adapt statements, references/fair-metadata-checklist.md for the FAIR audit, references/chinese-author-alignment.md for Chinese wording, and references/source-basis.md to justify a rule with its official source.
When the target is the flagship journal Nature, also open
references/nature-article-requirements.md for statement placement,
mandatory-deposition routing, central-code review access, materials and
structure-file checks.
When the target is Nature Machine Intelligence, open
../nature-shared/journal-formats/nature-machine-intelligence.md. Enforce a
Data Availability statement and a separate Code availability section after
it and before references; check reviewer access, precise restrictions,
repository/identifier quality and the Software Submission Checklist for newly
developed central code.
Why this split
- The static layer is versioned and reviewable; the core stays small for a normal statement.
- The dynamic layer keeps each invocation cheap: the policy, repository, and FAIR depth load only when a step needs them.
- The router itself is short on purpose. Update fragments and references, not this file, when adding scope.
- This structure mirrors
nature-writing, nature-polishing, nature-reader, nature-paper2ppt, nature-figure, nature-citation, and nature-response.