Diagnostic accuracy of adenosine deaminase for pleural tuberculosis in a low prevalence setting: A machine learning approach within a 7-year prospective multi-center study

• Alberto Garcia-Zamalloa ,

  Roles Conceptualization, Data curation, Investigation, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: alberto.garciazamalloa@gmail.com

  Affiliations Internal Medicine Service, Osakidetza/Basque Health Service, Mendaro Hospital, Gipuzkoa, Spain, Mycobacterial Infection Study Group (GEIM), From the Spanish Infectious Diseases Society, Spain

  https://orcid.org/0000-0001-9959-2429

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• Diego Vicente,

  Roles Data curation, Funding acquisition, Investigation, Project administration, Resources

  Affiliations Microbiology Department, Respiratory Infection and Antimicrobial Resistance Group. Osakidetza/Basque Health Service, Biodonostia Health Research Institute, Donostia University Hospital, Gipuzkoa, Spain, Faculty of Medicine, University of the Basque Country, UPV/EHU, Gipuzkoa, Donostia, Spain

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• Rafael Arnay,

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

  Affiliation Departamento de Ingeniería Informática y de Sistemas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain

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• Arantzazu Arrospide,

  Roles Data curation, Formal analysis, Investigation, Methodology, Software, Validation

  Affiliations Gipuzkoa Primary Care-Integrated Health Organisation Research Unit, Osakidetza/Basque Health Service, Debagoiena Integrated Health Organisation, Alto Deba Hospital, Arrasate-Mondragon, Spain, Epidemiology and Public Health Area, Economic Evaluation of Chronic Diseases Research Group, Biodonostia Health Research Institute, Donostia, Spain, Kronikgune Institute for Health Services Research, Bizkaia/Barakaldo, Spain, Health Services Research on Chronic Patients Network (REDISSEC), Spain

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• Jorge Taboada,

  Roles Conceptualization, Formal analysis, Methodology, Software, Validation

  Affiliation Preventive Medicine and Western Gipuzkoa Clinical Research Unit, Osakidetza/Basque Health Service, Mendaro Hospital, Gipuzkoa, Spain

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• Iván Castilla-Rodríguez,

  Roles Formal analysis, Investigation, Methodology, Software, Validation

  Affiliations Departamento de Ingeniería Informática y de Sistemas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain, Health Services Research on Chronic Patients Network (REDISSEC), Spain

  https://orcid.org/0000-0003-3933-2582

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• Urko Aguirre,

  Roles Data curation, Formal analysis, Investigation, Methodology, Software, Validation

  Affiliations Kronikgune Institute for Health Services Research, Bizkaia/Barakaldo, Spain, Health Services Research on Chronic Patients Network (REDISSEC), Spain, Osakidetza/Basque Health Service, Research Unit, Galdakao University Hospital, Bizkaia, Spain

  https://orcid.org/0000-0002-8049-3030

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• Nekane Múgica,

  Roles Data curation, Investigation, Resources, Visualization

  Affiliation Pneumology Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa. Spain

  ⨯
• Ladislao Aldama,

  Roles Data curation, Formal analysis, Investigation, Visualization

  Affiliation Pneumology Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa. Spain

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• Borja Aguinagalde,

  Roles Data curation, Formal analysis, Investigation, Visualization

  Affiliation Thoracic Surgery Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

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• Montserrat Jimenez,

  Roles Data curation, Supervision, Visualization

  Affiliation Epidemiological Surveillance Unit, Health Department, Basque Government, Gipuzkoa, Spain

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• Edurne Bikuña,

  Roles Data curation, Investigation, Supervision

  Affiliation Epidemiological Surveillance Unit, Health Department, Basque Government, Gipuzkoa, Spain

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• Miren Begoña Basauri,

  Roles Data curation, Formal analysis, Investigation, Supervision, Validation

  Affiliation Biochemistry Laboratory, Osakidetza/Basque Health Service, Mendaro Hospital, Gipuzkoa, Spain

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• Marta Alonso,

  Roles Data curation, Formal analysis, Supervision, Validation

  Affiliation Microbiology Department, Respiratory Infection and Antimicrobial Resistance Group. Osakidetza/Basque Health Service, Biodonostia Health Research Institute, Donostia University Hospital, Gipuzkoa, Spain

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• Emilio Perez-Trallero,

  Roles Conceptualization, Data curation, Investigation, Supervision

  Affiliation Microbiology Department, Respiratory Infection and Antimicrobial Resistance Group. Osakidetza/Basque Health Service, Biodonostia Health Research Institute, Donostia University Hospital, Gipuzkoa, Spain

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•  [ ... ],
• with the Gipuzkoa Pleura Group Consortium

  ¶Membership list can be listed in the Acknowledgments section.

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