Machine learning augmented diagnostic testing to identify sources of variability in test performance

• Christopher Jon Banks,

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

  Affiliation Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom

  https://orcid.org/0000-0001-7650-1598

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• Aeron Sanchez,

  Roles Formal analysis, Methodology, Software, Validation, Writing – review & editing

  Affiliation Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom

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• Vicki Stewart,

  Roles Data curation, Validation, Writing – review & editing

  Affiliation UK Farmcare Ltd., Stone, United Kingdom

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• Kate Bowen,

  Roles Data curation, Validation, Writing – review & editing

  Affiliation UK Farmcare Ltd., Stone, United Kingdom

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• Thomas Doherty †,

  † Deceased.

  Roles Software

  Affiliation Department of Mathematics and Statistics, University of Strathclyde, Glasgow, United Kingdom

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• Oliver Tearne,

  Roles Software, Writing – review & editing

  Affiliation The Animal and Plant Health Agency, Weybridge, Surrey, United Kingdom

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• Graham Smith,

  Roles Data curation, Validation, Writing – review & editing

  Affiliation National Wildlife Management Centre, Animal and Plant Health Agency, Sand Hutton, York, United Kingdom

  https://orcid.org/0000-0002-9897-6794

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• Rowland R. Kao

  Roles Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Supervision, Validation, Writing – review & editing

  * E-mail: rowland.kao@ed.ac.uk

  Affiliations Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom, School of Physics and Astronomy, University of Edinburgh, Edinburgh, United Kingdom

  https://orcid.org/0000-0003-0919-6401

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