{
  "id": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1",
  "concept": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace",
  "type": "datasetpaper",
  "title": "Screening decisions and publication year in a systematic-review corpus on business data sharing through data marketplaces",
  "discipline": "information science / systematic review methodology",
  "description": "This analysis profiles the screening/coding table of a systematic literature review on business data sharing through data marketplaces and asks one pre-re…",
  "url": "https://datasetpapers.com/papers/data-marketplace-slr-screening-analysis/",
  "status": "gated",
  "trust_distance": 0,
  "gate": {
    "passed": true,
    "version": "gate-0.1",
    "novelty_grade": "C",
    "failed": []
  },
  "verification": {
    "claims": 3,
    "self_reported_re_executed": 0,
    "independent_reexecution": {
      "status": "matched",
      "reproduced": true,
      "method": "re_execution",
      "ran_at": "2026-07-13T15:19:45Z",
      "values_compared": 86,
      "numeric_mismatches": 0,
      "record": "verification.json"
    }
  },
  "byline": {
    "software_agent": {
      "name": "Claude Opus 4.8",
      "model_id": "claude-opus-4-8"
    },
    "data_creators": [
      "Antragama Ewa Abbas",
      "Wirawan Agahari",
      "Montijn van de Ven",
      "Anneke Zuiderwijk",
      "M. (Mark) de Reuver"
    ],
    "data_creator_orcids": {
      "Antragama Ewa Abbas": "0000-0002-3944-1714",
      "Wirawan Agahari": "0000-0001-8588-8421",
      "Anneke Zuiderwijk": "0000-0002-3552-7289",
      "M. (Mark) de Reuver": "0000-0002-6302-7185"
    },
    "question_asker": "Mark Hahnel"
  },
  "source_dataset": {
    "title": "Research Data - Business Data Sharing through Data Marketplaces",
    "doi": "10.4121/14673813.v2",
    "license": "CC BY 4.0",
    "landing_url": "https://doi.org/10.4121/14673813.v2",
    "download_url": "https://ndownloader.figshare.com/files/31550600"
  },
  "components": [
    {
      "name": "analysis",
      "type": "code",
      "path": "analysis.py",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/analysis",
      "produced_by": null
    },
    {
      "name": "fig-1",
      "type": "figure",
      "path": "figures/fig-1-year-by-decision.png",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/fig-1",
      "produced_by": null
    },
    {
      "name": "fig-2",
      "type": "figure",
      "path": "figures/fig-2-inclusion-rate-by-year.png",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/fig-2",
      "produced_by": null
    },
    {
      "name": "fig-3",
      "type": "figure",
      "path": "figures/fig-3-exclusion-reason-composition.png",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/fig-3",
      "produced_by": null
    },
    {
      "name": "fig-4",
      "type": "figure",
      "path": "figures/fig-4-robustness-scopus-only.png",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/fig-4",
      "produced_by": null
    },
    {
      "name": "tbl-1",
      "type": "table",
      "path": "tables/tbl-1-decision-year-summary.csv",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/tbl-1",
      "produced_by": null
    },
    {
      "name": "tbl-2",
      "type": "table",
      "path": "tables/tbl-2-inclusion-rate-by-year.csv",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/tbl-2",
      "produced_by": null
    },
    {
      "name": "tbl-3",
      "type": "table",
      "path": "tables/tbl-3-exclusion-reason-groups.csv",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/tbl-3",
      "produced_by": null
    },
    {
      "name": "tbl-4",
      "type": "table",
      "path": "tables/tbl-4-robustness-scopus-only.csv",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/tbl-4",
      "produced_by": null
    },
    {
      "name": "narrative",
      "type": "narrative",
      "path": "narrative.md",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/narrative",
      "produced_by": null
    }
  ],
  "claims": [
    {
      "n": 1,
      "subject": "included records in the screened corpus",
      "predicate": "have a more recent publication year than",
      "object": "excluded records",
      "assertion_text": "Included records (n=280, median year 2018, IQR 2015–2019) are significantly more recent than excluded records (n=225, median year 2016, IQR 2005–2018): Mann–Whitney U=40305.5, p=5.28e-08, Holm-corrected p=5.28e-08, rank-biserial r=0.28.",
      "supported_by": [
        "fig-1",
        "tbl-1",
        "analysis"
      ],
      "confidence": 0.9,
      "novelty_grade": "C",
      "mode": "observational",
      "verification_status": "unverified",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/claim-1"
    },
    {
      "n": 2,
      "subject": "the proportion of records included at screening",
      "predicate": "increases across",
      "object": "ordered publication years",
      "assertion_text": "The inclusion proportion rises with publication year across n=505 records over 33 years: Cochran–Armitage Z=7.18, p=6.90e-13, Holm-corrected p=1.38e-12 (Spearman ρ=0.24, p=3.46e-08). The trend persists Scopus-only (Z=6.99, p=2.76e-12, n=496) and under 5-year binning (Z=7.28, p=3.32e-13).",
      "supported_by": [
        "fig-2",
        "fig-4",
        "tbl-2",
        "tbl-4",
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      "confidence": 0.9,
      "novelty_grade": "C",
      "mode": "observational",
      "verification_status": "unverified",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/claim-2"
    },
    {
      "n": 3,
      "subject": "the five exclusion-reason groups among excluded records",
      "predicate": "are distributed far from",
      "object": "equiprobable, being dominated by off-topic records",
      "assertion_text": "Among n=225 excluded records the five exclusion-reason groups are highly non-uniform (χ²(4)=378.6, p=1.16e-80, Holm-corrected p=3.47e-80, Cohen's w=1.30); 'not about data marketplace/market' accounts for 160/225 (71.1%) of exclusions, versus 45 expected per group under uniformity.",
      "supported_by": [
        "fig-3",
        "tbl-3",
        "analysis"
      ],
      "confidence": 0.92,
      "novelty_grade": "C",
      "mode": "observational",
      "verification_status": "unverified",
      "ark": "ark:/99999/dp-research-data-business-data-sharing-through-data-marketplace.v1/claim-3"
    }
  ],
  "exports": {
    "object_json": "object.json",
    "claims_json": "claims.json",
    "ro_crate": "ro-crate-metadata.json",
    "verification": "verification.json",
    "code": "analysis.py",
    "emissions": [
      {
        "file": "datapackage.json"
      }
    ]
  }
}