{
  "abstract": "Global production of grapes and its associated waste streams continue to rise, but providing robust decision-making support for optimum valorization pathways remains a significant challenge. The emission intensity, free fraction, chemical diversity, and market performance indices have been rarely assessed in combination to establish a data-driven framework for grapevine berry valorization. To bridge this gap, a secondary open-access dataset was assessed in this study. This dataset synthesized published literature on volatile organic compound profiles across diverse grapevine berry samples.•Pearson correlation analysis conducted between emission intensity and diversity index.•t-test and ANOVA analysis performed to assess differences in diversity index across berry types and tissue sources.•Market performance analysis conducted to identify high-priority compounds for targeted extraction.•Emission intensity, free fraction, diversity index, and market performance indices were integrated into a unified valorization mapping system.•A multi-criteria evaluation framework developed for resource recovery decision-making.",
  "abstract_shown": true,
  "affiliations": [
    "Centre for Research and Consultancy (CRC), UNITAR International University, Petaling Jaya, Selangor, 47301, Malaysia.",
    "Metallurgy and Materials Science Research Institute, Chulalongkorn University, Soi Chula 12, Phayathai Road, Patumwan, Bangkok, 10330, Thailand.",
    "Caspian Sea Ecology Research Centre (CSERC), Iranian Fisheries Science Research Institute (IFSRI), Agricultural Research, Education and Extension Organization (AREEO), Sari, Iran.",
    "Faculty of Computer Science and Information Technology, Universitas Sumatera Utara, Medan, 20155, Indonesia.",
    "School of Information Technology, UNITAR International University, Petaling Jaya, Selangor, 47301, Malaysia.",
    "Centre for Innovation and Technology Adoption (CITA), UNITAR International University, Petaling Jaya, Selangor, 47301, Malaysia."
  ],
  "article_type": "research article",
  "arxiv": null,
  "author_total": 5,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Hajar Rastegari",
      "orcid": "0000-0003-4949-0453"
    },
    {
      "affs": [
        1
      ],
      "name": "Ramin Khezri",
      "orcid": "0000-0003-3081-3507"
    },
    {
      "affs": [
        2
      ],
      "name": "Hassan Nasrollahzadeh Saravi"
    },
    {
      "affs": [
        3
      ],
      "name": "Romi Fadillah Rahmat"
    },
    {
      "affs": [
        4,
        5
      ],
      "name": "Farhad Nadi",
      "orcid": "0000-0002-4187-0083"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/52k1070kjhkca.bib",
  "cited_by": 0,
  "doi": "10.1016/j.mex.2026.104206",
  "fulltext_url": "https://europepmc.org/articles/PMC13694752",
  "id": "52k1070kjhkca",
  "issns": [
    "2215-0161"
  ],
  "landing_url": "https://europepmc.org/article/MED/42927124",
  "language": "eng",
  "licence": "CC-BY-NC-ND",
  "licence_label": "CC BY-NC-ND",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by-nc-nd/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "1110|Horticultural and Viticultural Research"
    ]
  ],
  "openalex": "W7221671974",
  "pdf_url": "https://europepmc.org/articles/PMC13694752?pdf=render",
  "pmcid": "PMC13694752",
  "pmid": "42927124",
  "published": "2026-10-13",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/52k1070kjhkca.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:21:18Z",
      "native_id": "MED:42927124",
      "source": "europepmc",
      "url": "https://europepmc.org/article/MED/42927124"
    }
  ],
  "subjects": [
    {
      "field": "biology",
      "origin": "openalex:1110|Horticultural and Viticultural Research",
      "subfield": "plant-biology"
    }
  ],
  "title": "An integrated data-driven framework for mapping grapevine berry valorization.",
  "title_text": "An integrated data-driven framework for mapping grapevine berry valorization.",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:21:18Z",
  "url": "https://research.draconitic.com/paper/52k1070kjhkca",
  "venue": "MethodsX",
  "versions": []
}