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Est reporting and reproducibility

Skill brycewang-stanford/Awesome-Journal-Skills/Environmental-Science-and-Technology-Skills/skills/est-reporting-and-reproducibility

Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的 Claude Code/Codex 期刊技能包,从选题、识别策略到表格规范与审稿回复全流程,助你快速发论文。

Install
npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill est-reporting-and-reproducibility

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

What its author says it does

Copied from the file, not written here

Use when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript. ES&T expects materials, data, and protocols to be deposited in public databases and a data-availability statement, with SI submitted alongside the manuscript. It guides reporting and deposit; it does not generate the underlying data.

SKILL.md

6.1 KB, as published. Nobody here has run it

Reporting & Reproducibility (est-reporting-and-reproducibility)

ES&T strongly encourages public data and expects authors to make materials, data, and protocols available through public databases, with a data-availability statement and a Supporting Information file submitted alongside the manuscript and reviewed with it. Build these as you go, not the night before submission.

When to trigger

  • Assembling the Supporting Information (SI) PDF/files
  • Writing the data-availability statement and choosing repositories
  • Depositing data, spectra, sequences, code, and protocols
  • Making sure every figure/table can be regenerated from deposited data

What ES&T expects

  1. Supporting Information. Submitted simultaneously as separate file(s); describe contents and file type in the SI paragraph (e.g., "Additional analytical methods, calibration data, and NMR spectra (PDF)"). Available to reviewers; free to readers on publication.
  2. Data-availability statement. State where the data live and how to access them; cite accession codes / DOIs.
  3. Public deposition by data type (see resources/external_tools.md):
    • Sequences → GenBank / ENA / DDBJ; omics/microarray → GEO / ArrayExpress; proteomics → PRIDE / ProteomeXchange; mass spectra → MassIVE / MetaboLights / MassBank.
    • General data/code → Dryad, figshare, Zenodo, OSF.
  4. Methods reproducibility. Report instrument settings, reagents/standards, QA/QC, and analysis steps in enough detail to reproduce; deposit analysis code with seeds and pinned versions.
  5. Restricted data. If data cannot be fully shared (privacy/legal), explain why and give README instructions on how to obtain it; provide what can be shared.

SI assembly checklist

  • Extended methods, reagents/standards, instrument parameters
  • Calibration curves, QA/QC tables (blanks, recoveries, CRMs, LOD/LOQ)
  • Supplementary figures/tables/spectra referenced in order (Figure S1, Table S1…)
  • Data-availability statement with accession/DOI
  • Code/scripts deposited; figures regenerate from deposited data
  • Page/word limits and file formats per ACS SI guidance (待核实 on specifics)

Deposition routing: data type → repository

ES&T expects deposition in the community-standard repository for each data type, not a generic catch-all. Reviewers in a sub-field know the canonical home and notice when data are not there (confirm any volatile mandate against the journal's current author guidelines — 待核实):

Data typeExpected repositoryReviewer's note if missing
DNA/RNA sequencesGenBank / ENA / DDBJnot independently checkable
Omics / microarrayGEO / ArrayExpressnon-standard, hard to reuse
ProteomicsPRIDE / ProteomeXchangeunverifiable identifications
Mass spectra / metabolomicsMassIVE / MetaboLights / MassBankspectra not reusable
General data / codeDryad, figshare, Zenodo, OSF"available on request" red flag

Worked micro-example (illustrative — SI for a PFAS fate study)

For the river-PFAS study, a reviewer-ready Associated Content package (illustrative) contains:

  • SI PDF: extended LC-MS/MS methods, transition list and collision energies, the QA/QC table (field blanks, 92% recovery, per-analyte LOQ), calibration curves (R² > 0.99, illustrative), and the ROS censoring detail — each item S-numbered and referenced in order from the main text.
  • Deposited: raw and processed concentration tables plus the analysis code (with the random seed for the bootstrap CI and pinned package versions) on Zenodo with a DOI; the mass spectra on MassIVE.
  • Data-availability statement: "Concentration data and analysis code are available at Zenodo (DOI: 10.xxxx/illustrative); raw mass spectra are deposited at MassIVE (accession: illustrative)."

The test that catches drift: re-run the deposited master script on a clean machine — every figure and the 2.4 ng/L headline number must regenerate exactly. If they do not, the SI and manuscript have diverged.

Referee-pushback patterns and the venue-specific fix

  • "Data available on request is not sufficient." → Deposit in the type-appropriate repository and cite the accession/DOI in the statement.
  • "Methods not reproducible." → Move instrument settings, standards, and QA/QC into the SI in enough detail to repeat the work; deposit code with seeds and versions.
  • "SI contents not described." → Write the SI paragraph naming each file and its type.

Anti-patterns

  • "Data available on request" with no statement, repository, or accession
  • An SI that is a dumping ground with no described contents or ordering
  • Spectra/sequences/omics not deposited in the expected community database
  • Code that does not run, or that cannot regenerate the manuscript's exhibits
  • Leaving SI + deposition to submission day, so numbers drift from the manuscript

Output format

【SI contents】described + ordered (S-numbered)? [Y/N]
【Data-availability statement】present with accession/DOI? [Y/N]
【Deposition】data type → repository (GenBank/GEO/PRIDE/MassIVE/Dryad/Zenodo/OSF)
【Code】deposited, seeds + pinned versions, regenerates exhibits? [Y/N]
【Restricted data】justified + README to obtain? [N/A or Y/N]
【Next】est-writing-style

Supplementary resources

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