Machine learning for predicting the diagnosis of tuberculous versus malignant pleural effusion: External validation and accuracy in two different settings

• Alberto Garcia-Zamalloa ,

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

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

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Internal Medicine Service, Osakidetza/Basque Health Service, Mendaro Hospital, Spain

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

  ⨯
• Rafael Arnay,

  Roles Conceptualization, 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

  ⨯
• Iván Castilla-Rodriguez,

  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

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

  ⨯
• Javier Mar,

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

  Affiliation Epidemiology and Public Health Area, Economic Evaluation of Chronic Diseases Research Group, Biogipuzkoa Health Research Institute, Donostia, Spain

  ⨯
• Jose Manuel Gonzalez-Cava,

  Roles Formal analysis, Methodology

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

  ⨯
• Oliver Ibarrondo,

  Roles Formal analysis, Methodology

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

  https://orcid.org/0000-0003-3310-719X

  ⨯
• Iñaki Salegui,

  Roles Data curation

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Pneumology Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

  ⨯
• Juan Antonio De Miguel,

  Roles Data curation, Investigation

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Pneumology Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

  ⨯
• Nekane Mugica,

  Roles Data curation

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Pneumology Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

  ⨯
• Borja Aguinagalde,

  Roles Data curation, Investigation

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Thoracic Surgery Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

  https://orcid.org/0000-0003-4083-3579

  ⨯
• Jon Zabaleta,

  Roles Data curation

  Affiliation Respiratory and Pleural Diseases Group. Biogipuzkoa Health Research Institute. Thoracic Surgery Service, Osakidetza/Basque Health Service, Donostia University Hospital, Gipuzkoa, Spain

  https://orcid.org/0000-0001-8837-0580

  ⨯
• Begoña Basauri,

  Roles Conceptualization

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

  ⨯
• Marta Alonso,

  Roles Data curation

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

  ⨯
• Nekane Azcue,

  Roles Data curation

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

  ⨯
• Eva Gil,

  Roles Data curation

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

  ⨯
• Irati Garmendia,

  Roles Formal analysis, Investigation

  Affiliation Oncology Area, Biogipuzkoa Health Research Institute, Gipuzkoa, Spain

  https://orcid.org/0000-0001-7124-6137

  ⨯
•  [ ... ],
• Jorge Taboada

  Roles Conceptualization

  Affiliations Western Gipuzkoa Clinical Research Unit, Osakidetza/Basque Health Service, Mendaro Hospital, Gipuzkoa, Spain, Preventive Medicine and Public Health Service, Bilbao-Basurto Integrated Organization, Bizkaia, Spain.

  ⨯
• [ view all ]
• [ view less ]