View in EDS

Prioritizing neglected food species in nutritional studies using expert-knowledge and explainable AI.

Saved in:
Bibliographic Details
Title: Prioritizing neglected food species in nutritional studies using expert-knowledge and explainable AI.
Authors: Jacob MCM; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil. michelle.jacob@ufrn.br., de Carvalho AM; Department of Nutrition, School of Public Health, University of Sao Paulo, Sao Paulo, 01246-904, Brazil., Batista ÂG; Department of Nutrition, Universidade Federal de Juiz de Fora, Campus Governador Valadares, Governador Valadares, MG, Brazil., de Freitas Santos Júnior A; Department of Life Sciences, State University of Bahia-UNEB, Rua Silveira Martins, 2555, Cabula, Salvador, BH, 41150-000, Brazil., Carioca AAF; Department of Nutrition, Graduate Program in Public Health, University of Fortaleza, 1321 Washington Soares Avenue, Fortaleza, CE, 60811-905, Brazil., de Morais CMM; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil., Cazarin CBB; School of Food Engineering, Universidade Estadual de Campinas, Rua Monteiro Lobato, 80, Campinas, SP, 13083-862, Brazil., Tregidgo D; Instituto de Desenvolvimento Sustentável Mamirauá, Estrada Do Bexiga, 2584, Bairro Fonte Boa, Tefé, Amazonas, 69553-225, Brazil., de Oliveira DVB; ESG & Compliance, Masterboi LTDA, Av. da Recuperação, 7380, Dois Irmãos, Recife, PE, 52291-000, Brazil., Marchioni DML; Department of Nutrition, School of Public Health, University of Sao Paulo, Sao Paulo, 01246-904, Brazil., Giuntini EB; Food Research Center, Universidade de São Paulo (FoRC/USP), Rua Do Lago, 250 Bloco C, Butantã, SP, 05508-080, Brazil., de Menezes-Neto EJ; Instituto Metrópole Digital, Universidade Federal Do Rio Grande Do Norte, Av. Cap. Mor Gouveia, S/N, Lagoa Nova, Natal, RN, 59078-970, Brazil., de Oliveira Pereira F; Fungi Research Group, Academic Unit of Health, Education, and Health Center, Federal University of Campina Grande, Sítio Olho D'água da Bica S/N, Cuité, PB, 58175-000, Brazil., de Farias Moura G; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil., Bizri HRE; Center for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Jalan CIFOR Situ Gede, Bogor Barat, Bogor, 16115, Indonesia.; Rede de Pesquisa Em Biodiversidade, Conservação e Uso da Fauna da Amazônia (RedeFauna), Manaus, 69067-375, Brazil., Bezerra IWL; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Salgado Filho, S/N, Natal, RN, 59078-970, Brazil., de Souza Aquino J; Experimental Nutrition Laboratory, Department of Nutrition, Health Sciences Center, Federal University of Paraiba, R. Tabelião Stanislau Eloy, S/N, Castelo Branco, João Pessoa, PB, 58050-585, Brazil., Silva JVM; Laboratório de Ecologia E Evolução de Sistemas Socioecológicos, Departamento de Botânica, Universidade Federal de Pernambuco, Recife, PE, 50670-900, Brazil., Steluti J; Departamento de Políticas Públicas E Saúde Coletiva, Instituto Saúde E Sociedade, Campus Baixada Santista, Universidade Federal de São Paulo, Rua Silva Jardim, n° 136, Santos, SP, CEP: 11015-020, Brazil., da Silva-Maia JK; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Salgado Filho, S/N, Natal, RN, 59078-970, Brazil., Teixeira JA; Brazilian Center for Early Childhood Development, Insper, Rua Quatá, 300, São Paulo, SP, 04546-042, Brazil., da Silva LJG; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil., de Oliveira Campos LZ; Departamento de Ciências Biológicas, Universidade Federal Do Oeste da Bahia (UFOB), Rua da Prainha, N. 1326, Morada Nobre, Barreiras, BA, 47810-047, Brazil., Oliveira MA; Programa de Pós-Graduação Em Conservação E Uso de Recursos Naturais, Universidade Federal de Rondônia, Br 364, S/N, Zona Rural, Porto Velho, RO, 76.801-059, Brazil., de Oliveira MEG; Laboratory of Bromatology, Department of Nutrition, Federal University of Paraíba, Campus I, Cidade Universitária, João Pessoa, PB, 58051-900, Brazil., de Paula Drewinski M; IFungiLab, Subárea de Biologia, Departamento de Ciências da Natureza E Matemática, Instituto Federal de Educação, Ciência E Tecnologia de São Paulo (IFSP), Campus São Paulo (SPO), Rua Pedro Vicente 625, São Paulo, SP, 01109-010, Brazil., Norde MM; Obesity and Comorbidities Research Center, State University of Campinas, Cidade Universitária, Rua Carl Von Linaeus, S/N, Campinas, SP, 13083-864, Brazil., Menolli N Jr; IFungiLab, Subárea de Biologia, Departamento de Ciências da Natureza E Matemática, Instituto Federal de Educação, Ciência E Tecnologia de São Paulo (IFSP), Campus São Paulo (SPO), Rua Pedro Vicente 625, São Paulo, SP, 01109-010, Brazil., Lopes PFM; Department of Ecology, Universidade Federal Do Rio Grande Do Norte, Natal, Brazil.; Research Institute of the University of Bucharest, University of Bucharest, Bucharest, Romania., da Silva RRV; Laboratory of Biocultural Ecology, Conservation and Evolution (LECEB), Campus of Engineering and Agricultural Sciences (CECA), BR-104, Km 85, S/N, Rio Largo, AL, 57100-000, Brazil., Alves RRN; Departamento de Biologia, Universidade Estadual da Paraíba (UEPB), João Pessoa, PB, 58071-160, Brazil., da Silva SCG; Laboratory of Biodiversity and Nutrition, Federal University of Rio Grande Do Norte, Avenida Senador Salgado Filho, Natal, Rio Grande Do Norte, 59078-970, Brazil., Gomes SM; Department of Nutrition, Health Sciences Center, Federal University of Paraiba, R. Tabelião Stanislau Eloy, S/N, Castelo Branco, João Pessoa, PB, 58050-585, Brazil., Lima SCVC; Department of Nutrition, Federal University of Rio Grande Do Norte, Natal, RN, 59078-970, Brazil., Morcatty TQ; Department of Geography, University College London, North West Wing, London, WC1E 6BT, UK.; Rede de Pesquisa Em Biodiversidade, Conservação e Uso da Fauna da Amazônia (RedeFauna), Manaus, 69067-375, Brazil., Albuquerque UP; Laboratório de Ecologia E Evolução de Sistemas Socioecológicos, Departamento de Botânica, Universidade Federal de Pernambuco, Recife, PE, 50670-900, Brazil.
Source: Scientific reports [Sci Rep] 2026 Mar 02; Vol. 16 (1). Date of Electronic Publication: 2026 Mar 02.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41771974
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Prioritizing neglected food species in nutritional studies using expert-knowledge and explainable AI.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Jacob+MCM%22">Jacob MCM</searchLink>; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil. michelle.jacob@ufrn.br.<br /><searchLink fieldCode="AU" term="%22de+Carvalho+AM%22">de Carvalho AM</searchLink>; Department of Nutrition, School of Public Health, University of Sao Paulo, Sao Paulo, 01246-904, Brazil.<br /><searchLink fieldCode="AU" term="%22Batista+ÂG%22">Batista ÂG</searchLink>; Department of Nutrition, Universidade Federal de Juiz de Fora, Campus Governador Valadares, Governador Valadares, MG, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Freitas+Santos+Júnior+A%22">de Freitas Santos Júnior A</searchLink>; Department of Life Sciences, State University of Bahia-UNEB, Rua Silveira Martins, 2555, Cabula, Salvador, BH, 41150-000, Brazil.<br /><searchLink fieldCode="AU" term="%22Carioca+AAF%22">Carioca AAF</searchLink>; Department of Nutrition, Graduate Program in Public Health, University of Fortaleza, 1321 Washington Soares Avenue, Fortaleza, CE, 60811-905, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Morais+CMM%22">de Morais CMM</searchLink>; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Cazarin+CBB%22">Cazarin CBB</searchLink>; School of Food Engineering, Universidade Estadual de Campinas, Rua Monteiro Lobato, 80, Campinas, SP, 13083-862, Brazil.<br /><searchLink fieldCode="AU" term="%22Tregidgo+D%22">Tregidgo D</searchLink>; Instituto de Desenvolvimento Sustentável Mamirauá, Estrada Do Bexiga, 2584, Bairro Fonte Boa, Tefé, Amazonas, 69553-225, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+DVB%22">de Oliveira DVB</searchLink>; ESG & Compliance, Masterboi LTDA, Av. da Recuperação, 7380, Dois Irmãos, Recife, PE, 52291-000, Brazil.<br /><searchLink fieldCode="AU" term="%22Marchioni+DML%22">Marchioni DML</searchLink>; Department of Nutrition, School of Public Health, University of Sao Paulo, Sao Paulo, 01246-904, Brazil.<br /><searchLink fieldCode="AU" term="%22Giuntini+EB%22">Giuntini EB</searchLink>; Food Research Center, Universidade de São Paulo (FoRC/USP), Rua Do Lago, 250 Bloco C, Butantã, SP, 05508-080, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Menezes-Neto+EJ%22">de Menezes-Neto EJ</searchLink>; Instituto Metrópole Digital, Universidade Federal Do Rio Grande Do Norte, Av. Cap. Mor Gouveia, S/N, Lagoa Nova, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+Pereira+F%22">de Oliveira Pereira F</searchLink>; Fungi Research Group, Academic Unit of Health, Education, and Health Center, Federal University of Campina Grande, Sítio Olho D'água da Bica S/N, Cuité, PB, 58175-000, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Farias+Moura+G%22">de Farias Moura G</searchLink>; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Bizri+HRE%22">Bizri HRE</searchLink>; Center for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Jalan CIFOR Situ Gede, Bogor Barat, Bogor, 16115, Indonesia.; Rede de Pesquisa Em Biodiversidade, Conservação e Uso da Fauna da Amazônia (RedeFauna), Manaus, 69067-375, Brazil.<br /><searchLink fieldCode="AU" term="%22Bezerra+IWL%22">Bezerra IWL</searchLink>; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Salgado Filho, S/N, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Souza+Aquino+J%22">de Souza Aquino J</searchLink>; Experimental Nutrition Laboratory, Department of Nutrition, Health Sciences Center, Federal University of Paraiba, R. Tabelião Stanislau Eloy, S/N, Castelo Branco, João Pessoa, PB, 58050-585, Brazil.<br /><searchLink fieldCode="AU" term="%22Silva+JVM%22">Silva JVM</searchLink>; Laboratório de Ecologia E Evolução de Sistemas Socioecológicos, Departamento de Botânica, Universidade Federal de Pernambuco, Recife, PE, 50670-900, Brazil.<br /><searchLink fieldCode="AU" term="%22Steluti+J%22">Steluti J</searchLink>; Departamento de Políticas Públicas E Saúde Coletiva, Instituto Saúde E Sociedade, Campus Baixada Santista, Universidade Federal de São Paulo, Rua Silva Jardim, n° 136, Santos, SP, CEP: 11015-020, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Silva-Maia+JK%22">da Silva-Maia JK</searchLink>; Department of Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Salgado Filho, S/N, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Teixeira+JA%22">Teixeira JA</searchLink>; Brazilian Center for Early Childhood Development, Insper, Rua Quatá, 300, São Paulo, SP, 04546-042, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Silva+LJG%22">da Silva LJG</searchLink>; Laboratory of Biodiversity and Nutrition, Universidade Federal Do Rio Grande Do Norte, Avenida Senador Salgado Filho, S/N, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+Campos+LZ%22">de Oliveira Campos LZ</searchLink>; Departamento de Ciências Biológicas, Universidade Federal Do Oeste da Bahia (UFOB), Rua da Prainha, N. 1326, Morada Nobre, Barreiras, BA, 47810-047, Brazil.<br /><searchLink fieldCode="AU" term="%22Oliveira+MA%22">Oliveira MA</searchLink>; Programa de Pós-Graduação Em Conservação E Uso de Recursos Naturais, Universidade Federal de Rondônia, Br 364, S/N, Zona Rural, Porto Velho, RO, 76.801-059, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Oliveira+MEG%22">de Oliveira MEG</searchLink>; Laboratory of Bromatology, Department of Nutrition, Federal University of Paraíba, Campus I, Cidade Universitária, João Pessoa, PB, 58051-900, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Paula+Drewinski+M%22">de Paula Drewinski M</searchLink>; IFungiLab, Subárea de Biologia, Departamento de Ciências da Natureza E Matemática, Instituto Federal de Educação, Ciência E Tecnologia de São Paulo (IFSP), Campus São Paulo (SPO), Rua Pedro Vicente 625, São Paulo, SP, 01109-010, Brazil.<br /><searchLink fieldCode="AU" term="%22Norde+MM%22">Norde MM</searchLink>; Obesity and Comorbidities Research Center, State University of Campinas, Cidade Universitária, Rua Carl Von Linaeus, S/N, Campinas, SP, 13083-864, Brazil.<br /><searchLink fieldCode="AU" term="%22Menolli+N+Jr%22">Menolli N Jr</searchLink>; IFungiLab, Subárea de Biologia, Departamento de Ciências da Natureza E Matemática, Instituto Federal de Educação, Ciência E Tecnologia de São Paulo (IFSP), Campus São Paulo (SPO), Rua Pedro Vicente 625, São Paulo, SP, 01109-010, Brazil.<br /><searchLink fieldCode="AU" term="%22Lopes+PFM%22">Lopes PFM</searchLink>; Department of Ecology, Universidade Federal Do Rio Grande Do Norte, Natal, Brazil.; Research Institute of the University of Bucharest, University of Bucharest, Bucharest, Romania.<br /><searchLink fieldCode="AU" term="%22da+Silva+RRV%22">da Silva RRV</searchLink>; Laboratory of Biocultural Ecology, Conservation and Evolution (LECEB), Campus of Engineering and Agricultural Sciences (CECA), BR-104, Km 85, S/N, Rio Largo, AL, 57100-000, Brazil.<br /><searchLink fieldCode="AU" term="%22Alves+RRN%22">Alves RRN</searchLink>; Departamento de Biologia, Universidade Estadual da Paraíba (UEPB), João Pessoa, PB, 58071-160, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Silva+SCG%22">da Silva SCG</searchLink>; Laboratory of Biodiversity and Nutrition, Federal University of Rio Grande Do Norte, Avenida Senador Salgado Filho, Natal, Rio Grande Do Norte, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Gomes+SM%22">Gomes SM</searchLink>; Department of Nutrition, Health Sciences Center, Federal University of Paraiba, R. Tabelião Stanislau Eloy, S/N, Castelo Branco, João Pessoa, PB, 58050-585, Brazil.<br /><searchLink fieldCode="AU" term="%22Lima+SCVC%22">Lima SCVC</searchLink>; Department of Nutrition, Federal University of Rio Grande Do Norte, Natal, RN, 59078-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Morcatty+TQ%22">Morcatty TQ</searchLink>; Department of Geography, University College London, North West Wing, London, WC1E 6BT, UK.; Rede de Pesquisa Em Biodiversidade, Conservação e Uso da Fauna da Amazônia (RedeFauna), Manaus, 69067-375, Brazil.<br /><searchLink fieldCode="AU" term="%22Albuquerque+UP%22">Albuquerque UP</searchLink>; Laboratório de Ecologia E Evolução de Sistemas Socioecológicos, Departamento de Botânica, Universidade Federal de Pernambuco, Recife, PE, 50670-900, Brazil.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Mar 02; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Mar 02.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41771974
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1038/s41598-026-39484-6
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Prioritizing neglected food species in nutritional studies using expert-knowledge and explainable AI.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Jacob MCM
      – PersonEntity:
          Name:
            NameFull: de Carvalho AM
      – PersonEntity:
          Name:
            NameFull: Batista ÂG
      – PersonEntity:
          Name:
            NameFull: de Freitas Santos Júnior A
      – PersonEntity:
          Name:
            NameFull: Carioca AAF
      – PersonEntity:
          Name:
            NameFull: de Morais CMM
      – PersonEntity:
          Name:
            NameFull: Cazarin CBB
      – PersonEntity:
          Name:
            NameFull: Tregidgo D
      – PersonEntity:
          Name:
            NameFull: de Oliveira DVB
      – PersonEntity:
          Name:
            NameFull: Marchioni DML
      – PersonEntity:
          Name:
            NameFull: Giuntini EB
      – PersonEntity:
          Name:
            NameFull: de Menezes-Neto EJ
      – PersonEntity:
          Name:
            NameFull: de Oliveira Pereira F
      – PersonEntity:
          Name:
            NameFull: de Farias Moura G
      – PersonEntity:
          Name:
            NameFull: Bizri HRE
      – PersonEntity:
          Name:
            NameFull: Bezerra IWL
      – PersonEntity:
          Name:
            NameFull: de Souza Aquino J
      – PersonEntity:
          Name:
            NameFull: Silva JVM
      – PersonEntity:
          Name:
            NameFull: Steluti J
      – PersonEntity:
          Name:
            NameFull: da Silva-Maia JK
      – PersonEntity:
          Name:
            NameFull: Teixeira JA
      – PersonEntity:
          Name:
            NameFull: da Silva LJG
      – PersonEntity:
          Name:
            NameFull: de Oliveira Campos LZ
      – PersonEntity:
          Name:
            NameFull: Oliveira MA
      – PersonEntity:
          Name:
            NameFull: de Oliveira MEG
      – PersonEntity:
          Name:
            NameFull: de Paula Drewinski M
      – PersonEntity:
          Name:
            NameFull: Norde MM
      – PersonEntity:
          Name:
            NameFull: Menolli N Jr
      – PersonEntity:
          Name:
            NameFull: Lopes PFM
      – PersonEntity:
          Name:
            NameFull: da Silva RRV
      – PersonEntity:
          Name:
            NameFull: Alves RRN
      – PersonEntity:
          Name:
            NameFull: da Silva SCG
      – PersonEntity:
          Name:
            NameFull: Gomes SM
      – PersonEntity:
          Name:
            NameFull: Lima SCVC
      – PersonEntity:
          Name:
            NameFull: Morcatty TQ
      – PersonEntity:
          Name:
            NameFull: Albuquerque UP
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 02
              M: 03
              Text: 2026 Mar 02
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2045-2322
          Numbering:
            – Type: volume
              Value: 16
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: Scientific reports
              Type: main
ResultId 1