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DOME Copilot – Data Files (V1)

DOME Copilot Experiment: Metadata, Supplementary Data, and Evaluation Source Files Dataset Overview This dataset supports the research on "DOME Copilot", an AI-assisted workflow for curating machine learning experiment metadata from scientific publications. It a

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CreatorFarrell, Gavin
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Published2026-03-12
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DOI10.5281/zenodo.18983120
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Downloads41
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Licensecc-by-4.0
File Size6.5 GB
Data TypeDataset
Published2026
Licensecc-by-4.0
Total Views269
Total Downloads41

DOME Copilot Experiment: Metadata, Supplementary Data, and Evaluation Source Files

Dataset Overview

This dataset supports the research on “DOME Copilot”, an AI-assisted workflow for curating machine learning experiment metadata from scientific publications. It aggregates the machine-readable output of the AI models, the ground truth human reviews, and the processed supplementary data files associated with the analyzed publications.

Archive Content: DOME_Copilot_Data_Package.zip

The main data package is organized into the following directories and files:

1. Metadata Index

  • DOME_Copilot_Data_Package_Metadata.csv: A comprehensive index mapping every PMCID (PubMed Central ID – PMCID) in the dataset to the directories/datasets where its data can be found. Use this to quickly locate resources for a specific paper.

2. DOME Registry Database – Human Annotations

  • DOME_Registry_Human_Reviews_258_20260205.json: The core dataset used to create the benchmark dataset, these are publications containing expert human-curated metadata annotations for the DOME Registry available papers.

3. Copilot Output (AI Generated)

  • Copilot_Processed_Datasets_JSON/:

    • Contains the structured JSON metadata generated by the DOME Copilot pipeline.

    • 222 Benchmark Cohort:

      • Copilot_222_v0_Processed_2025-12-04 and its updated metadata.

      • Copilot_222_v2_Processed_2026-03-02 and its updated metadata.

    • 1012 Experimental Cohorts:

      • Positive (ML papers): Copilot_1012_v2_Pos_Processed_2026-03-02, v0 outputs, and their updated metadata.

      • Negative (Non-ML papers): Copilot_1012_v2_Neg_Processed_2026-03-02 and updated metadata.

    • These directories represent different model iterations (v0 & v2) and contain the structured output data extracted directly from the publications. Note: we did not have a negative dataset for v0 experiments, so no v0 available for these.

4. Main Text & Supplementary PDF Materials

This archive contains the raw PDF full text and supplementary material downloaded from PMC for the study datasets, which serves as input data for the DOME Copilot analyses (Section 3).

  • DOME_Registry_222_PMCID_PDFs_PMC_Full_Text_and_Supplementary/: Full text and Supplementary files for the 222 benchmark dataset articles of the DOME Registry (Benchmark Set – Has Available Human Annotations).

  • Positive_1012_PDFs_PMCID_Full_Text_a

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DOME Copilot – Data Files (V1) (Full Dataset)6.5 GB
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Files are hosted on the source repository. Click download to access the full dataset.

Farrell, Gavin (2026). DOME Copilot – Data Files (V1). https://doi.org/10.5281/zenodo.18983120