AI enabled, mobile soil pH classification with colorimetric paper sensors for sustainable agriculture

• Ademir Ferreira da Silva,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Supervision, Validation, Writing – original draft, Writing – review & editing

  Affiliation IBM Research, Rio de Janeiro, Brazil

  ⨯
• Ricardo Luis Ohta,

  Roles Investigation, Methodology, Software, Validation, Visualization, Writing – original draft

  Affiliation IBM Research, São Paulo, Brazil

  ⨯
• Jaione Tirapu Azpiroz,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

  Affiliation IBM Research, Rio de Janeiro, Brazil

  https://orcid.org/0000-0002-4151-7722

  ⨯
• Matheus Esteves Ferreira,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation IBM Research, Rio de Janeiro, Brazil

  ⨯
• Daniel Vitor Marçal,

  Roles Data curation, Investigation, Methodology, Validation, Writing – review & editing

  Affiliation IBM Research, Rio de Janeiro, Brazil

  ⨯
• André Botelho,

  Roles Conceptualization, Software, Writing – review & editing

  Affiliation IBM Research, São Paulo, Brazil

  ⨯
• Tulio Coppola,

  Roles Software, Writing – review & editing

  Affiliation IBM Research, São Paulo, Brazil

  ⨯
• Allysson Flavio Melo de Oliveira,

  Roles Software, Writing – review & editing

  Affiliation IBM Research, São Paulo, Brazil

  ⨯
• Murilo Bettarello,

  Roles Conceptualization, Supervision, Writing – review & editing

  Affiliation Enveritas, New York, NY, United States of America

  ⨯
• Lauren Schneider,

  Roles Conceptualization, Supervision, Writing – review & editing

  Affiliation Enveritas, New York, NY, United States of America

  ⨯
• Rodrigo Vilaça,

  Roles Methodology, Writing – review & editing

  Affiliation CSEM Brasil, Belo Horizonte, Brazil

  ⨯
• Noorunisha Abdool,

  Roles Conceptualization, Writing – review & editing

  Affiliation Omnia Fertilizers, Bryanston, South Africa

  ⨯
• Vanderlei Junior,

  Roles Conceptualization, Writing – review & editing

  Affiliation Integrada, Londrina, Brazil

  ⨯
• Wellington Furlaneti,

  Roles Conceptualization, Writing – review & editing

  Affiliation Integrada, Londrina, Brazil

  ⨯
• Pedro Augusto Malanga,

  Roles Conceptualization, Writing – review & editing

  Affiliation Integrada, Londrina, Brazil

  ⨯
•  [ ... ],
• Mathias Steiner

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: mathiast@br.ibm.com

  Affiliation IBM Research, Rio de Janeiro, Brazil

  https://orcid.org/0000-0003-1528-9292

  ⨯
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