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nature-data

Draft and audit Nature-style Data Availability statements, repository plans, and FAIR metadata checklists.

Updated Jul 5, 2026
Search Tags:#repository#academic writing#manuscript#data availability#nature journal#fair metadata#dataset citation
One-click install
npx skills add https://github.com/huaibovip/research-marketplace --skill nature-data-huaibovip
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: nature-data
Source: https://github.com/huaibovip/research-marketplace/tree/main/plugins/nature-skills/skills/nature-data
Command: npx skills add https://github.com/huaibovip/research-marketplace --skill nature-data-huaibovip

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Writing a compliant Data Availability statement for Nature-family journals is error-prone: authors often omit accessions, repositories, licences, or access conditions, and vague phrases like "available upon request" get flagged by editors. This Skill turns your dataset inventory into a submission-ready statement with repository and citation guidance. ## Core Features & Use Cases - Statement drafting and auditing: Generate or review Nature/Springer Nature-style Data Availability statements, classifying each dataset into public repository, controlled access, supplementary, reused public, third-party restricted, or not-applicable routes. - Repository and identifier planning: Choose discipline-specific or generalist repositories, validate DOI/accession strategy, and produce DataCite-style dataset citations. - FAIR metadata audit: Run findability, accessibility, interoperability, and reusability checks with a README template and blocking-issue flags. - Bilingual support: Convert Chinese author notes (数据可用性声明, 受限数据) into precise submission-ready English with a Chinese confirmation checklist. - Use Case: You have a manuscript with sequencing data in GEO, sensitive clinical data under controlled access, and reused public datasets. The Skill maps each dataset to its access route, drafts the full Data Availability statement, and lists missing accessions you must confirm. ## Quick Start Ask the assistant to write a Nature-style Data Availability statement for your manuscript, listing each dataset, its repository or access restriction, and any accessions or DOIs you already have.

Frequently Asked Questions about nature-data

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write a Data Availability statement for a Nature journal?▼

Inventory every dataset supporting your conclusions, classify each into an access route (public repository, controlled access, supplementary, reused public, third-party, or not applicable), then draft the statement mapping each dataset to its repository, accession, or DOI. This Skill automates that workflow and returns ready-to-paste text.

Is "data available upon request" acceptable for Nature submissions?▼

No, not by itself. Nature-style policy treats "available upon request" as weak unless you state the specific legal, ethical, commercial, or third-party restriction, name the responsible access body or committee, and define eligibility and conditions for access.

Which repository should I choose for my research data?▼

Use a mandated community repository when your data type requires one (e.g., GEO or SRA for sequencing, PDB for structures, PRIDE for proteomics). Otherwise prefer a discipline-specific repository, falling back to generalist options like Zenodo, Dryad, Figshare, or an institutional repository with DOI support.

How do I write a data availability statement for sensitive or clinical data?▼

State why open sharing is impossible, provide a public metadata record if available, name the data access committee or institutional route, and specify eligibility, ethics approvals, and data-use agreement conditions. The Skill provides controlled-access statement patterns for exactly this case.

Does this skill support Chinese authors writing English data statements?▼

Yes. It accepts Chinese input such as 数据可用性声明 or 受限数据, converts intent rather than literal wording into Nature-ready English, and appends a Chinese confirmation checklist of fields the author must verify.

What extra rules apply for Nature Machine Intelligence submissions?▼

NMI requires a Data Availability statement plus a separate Code availability section placed after it and before references. The Skill also checks reviewer access to data and central code, restriction wording, and the Software Submission Checklist for newly developed code.

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