{"id":"https://openalex.org/W4379141383","doi":"https://doi.org/10.1038/s41746-023-00838-3","title":"DeepBreath\u2014automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries","display_name":"DeepBreath\u2014automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries","publication_year":2023,"publication_date":"2023-06-02","ids":{"openalex":"https://openalex.org/W4379141383","doi":"https://doi.org/10.1038/s41746-023-00838-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/37268730"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-023-00838-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00838-3","pdf_url":"https://www.nature.com/articles/s41746-023-00838-3.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-023-00838-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113054559","display_name":"Julien Heitmann","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Julien Heitmann","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069168774","display_name":"Alban Glangetas","orcid":"https://orcid.org/0000-0001-5914-0612"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alban Glangetas","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092073540","display_name":"Jonathan Doenz","orcid":"https://orcid.org/0000-0001-6047-9488"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jonathan Doenz","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-6047-9488","affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092073541","display_name":"Juliane Dervaux","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Juliane Dervaux","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068100344","display_name":"Deeksha M. Shama","orcid":"https://orcid.org/0009-0008-4154-7113"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Deeksha M. Shama","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104123987","display_name":"Daniel Hinjos Garcia","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Daniel Hinjos Garcia","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019610393","display_name":"Mohamed Rida Benissa","orcid":null},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mohamed Rida Benissa","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059460079","display_name":"Aymeric Cantais","orcid":"https://orcid.org/0000-0002-8650-2129"},"institutions":[{"id":"https://openalex.org/I4210157006","display_name":"Centre Hospitalier Universitaire de Saint-\u00c9tienne","ror":"https://ror.org/04pn6vp43","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210157006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Aymeric Cantais","raw_affiliation_strings":["Pediatric Emergency Department, Hospital University of Saint Etienne, Saint Etienne, France"],"raw_orcid":"https://orcid.org/0000-0002-8650-2129","affiliations":[{"raw_affiliation_string":"Pediatric Emergency Department, Hospital University of Saint Etienne, Saint Etienne, France","institution_ids":["https://openalex.org/I4210157006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103214273","display_name":"Alexandre Perez","orcid":"https://orcid.org/0000-0003-1454-4327"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alexandre Perez","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-1454-4327","affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103185170","display_name":"Daniel M\u00fcller","orcid":"https://orcid.org/0000-0003-2019-233X"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Daniel M\u00fcller","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-2019-233X","affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064209999","display_name":"Tatjana Chavdarova","orcid":"https://orcid.org/0000-0002-6795-4576"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tatjana Chavdarova","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037483416","display_name":"Isabelle Ruchonnet-M\u00e9trailler","orcid":"https://orcid.org/0000-0003-4771-875X"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Isabelle Ruchonnet-Metrailler","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-4771-875X","affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066129879","display_name":"Johan N Siebert","orcid":"https://orcid.org/0000-0002-2871-3382"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Johan N. Siebert","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-2871-3382","affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052890925","display_name":"Laurence Lacroix","orcid":"https://orcid.org/0000-0002-6636-3344"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Laurence Lacroix","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073756389","display_name":"Martin Jaggi","orcid":"https://orcid.org/0000-0003-1579-5558"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Martin Jaggi","raw_affiliation_strings":["Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045584319","display_name":"Alain Gervaix","orcid":"https://orcid.org/0000-0002-8925-5936"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alain Gervaix","raw_affiliation_strings":["Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Women, Child and Adolescent, Geneva University Hospitals (HUG), University of Geneva, Switzerland, Geneva, Switzerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063796208","display_name":"Mary\u2010Anne Hartley","orcid":"https://orcid.org/0000-0002-8826-3870"},"institutions":[{"id":"https://openalex.org/I2801112126","display_name":"University Hospital of Bern","ror":"https://ror.org/01q9sj412","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2801112126"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Mary-Anne Hartley","raw_affiliation_strings":["Center for Intelligent Systems (CIS), Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. mary-anne.hartley@epfl.ch","Division of Pediatric Emergency Medicine, Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland. mary-anne.hartley@epfl.ch","Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. mary-anne.hartley@epfl.ch","Center for Intelligent Systems (CIS), Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8826-3870","affiliations":[{"raw_affiliation_string":"Center for Intelligent Systems (CIS), Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. mary-anne.hartley@epfl.ch","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Division of Pediatric Emergency Medicine, Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland. mary-anne.hartley@epfl.ch","institution_ids":["https://openalex.org/I2801112126"]},{"raw_affiliation_string":"Intelligent Global Health Research Group, Machine Learning and Optimization Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. mary-anne.hartley@epfl.ch","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Center for Intelligent Systems (CIS), Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":null,"display_name":"with the Pneumoscope Study Group","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"with the Pneumoscope Study Group","raw_affiliation_strings":["Geneva University Hospitals, Geneva, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008487282","display_name":"Florence Hugon","orcid":"https://orcid.org/0000-0003-4348-8352"},"institutions":[{"id":"https://openalex.org/I4210106256","display_name":"University Hospital of Geneva","ror":"https://ror.org/01m1pv723","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210106256"]},{"id":"https://openalex.org/I4210127365","display_name":"Hospital de Santo Ant\u00f3nio","ror":"https://ror.org/02m9pj861","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210127365","https://openalex.org/I4210154840"]}],"countries":["CH","PT"],"is_corresponding":false,"raw_author_name":"Florence Hugon","raw_affiliation_strings":["Geneva University Hospitals, Geneva, Switzerland","Department of Pediatrics, Hospital da Crianca Santo Antonio, Porto Allegre, Brasil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Geneva University Hospitals, Geneva, Switzerland","institution_ids":["https://openalex.org/I4210106256"]},{"raw_affiliation_string":"Department of Pediatrics, Hospital da Crianca Santo Antonio, Porto Allegre, Brasil","institution_ids":["https://openalex.org/I4210127365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001932420","display_name":"Derrick Fassbind","orcid":null},"institutions":[{"id":"https://openalex.org/I3131918342","display_name":"Nazi Boni University","ror":"https://ror.org/04cq90n15","country_code":"BF","type":"education","lineage":["https://openalex.org/I3131918342"]},{"id":"https://openalex.org/I4210127365","display_name":"Hospital de Santo Ant\u00f3nio","ror":"https://ror.org/02m9pj861","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210127365","https://openalex.org/I4210154840"]}],"countries":["BF","PT"],"is_corresponding":false,"raw_author_name":"Derrick Fassbind","raw_affiliation_strings":["Department of Pediatrics, Hospital da Crianca Santo Antonio, Porto Allegre, Brasil","Department of Pediatrics, University Hospital Souro Sano, Bobo Dioulasso, Burkina Faso"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Hospital da Crianca Santo Antonio, Porto Allegre, Brasil","institution_ids":["https://openalex.org/I4210127365"]},{"raw_affiliation_string":"Department of Pediatrics, University Hospital Souro Sano, Bobo Dioulasso, Burkina Faso","institution_ids":["https://openalex.org/I3131918342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088716296","display_name":"Makura Barro","orcid":null},"institutions":[{"id":"https://openalex.org/I1331070479","display_name":"Universit\u00e9 de Yaound\u00e9 I","ror":"https://ror.org/022zbs961","country_code":"CM","type":"education","lineage":["https://openalex.org/I1331070479"]},{"id":"https://openalex.org/I3131918342","display_name":"Nazi Boni University","ror":"https://ror.org/04cq90n15","country_code":"BF","type":"education","lineage":["https://openalex.org/I3131918342"]}],"countries":["BF","CM"],"is_corresponding":false,"raw_author_name":"Makura Barro","raw_affiliation_strings":["Department of Pediatrics, University Hospital Souro Sano, Bobo Dioulasso, Burkina Faso","Faculty of Medicine and Biomedical Sciences, University of Yaounde 1, Yaounde, Cameroon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, University Hospital Souro Sano, Bobo Dioulasso, Burkina Faso","institution_ids":["https://openalex.org/I3131918342"]},{"raw_affiliation_string":"Faculty of Medicine and Biomedical Sciences, University of Yaounde 1, Yaounde, Cameroon","institution_ids":["https://openalex.org/I1331070479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062655687","display_name":"Georges Bediang","orcid":"https://orcid.org/0000-0001-9177-8798"},"institutions":[{"id":"https://openalex.org/I1331070479","display_name":"Universit\u00e9 de Yaound\u00e9 I","ror":"https://ror.org/022zbs961","country_code":"CM","type":"education","lineage":["https://openalex.org/I1331070479"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Georges Bediang","raw_affiliation_strings":["Faculty of Medicine and Biomedical Sciences, University of Yaounde 1, Yaounde, Cameroon","University Children Hospital, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine and Biomedical Sciences, University of Yaounde 1, Yaounde, Cameroon","institution_ids":["https://openalex.org/I1331070479"]},{"raw_affiliation_string":"University Children Hospital, Rabat, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066763074","display_name":"Na\u00efma El Hafidi","orcid":"https://orcid.org/0000-0002-8427-8805"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"N. E. L. Hafidi","raw_affiliation_strings":["University Children Hospital, Rabat, Morocco","Faculty of Medicine, University Cadi Ayyad, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Children Hospital, Rabat, Morocco","institution_ids":[]},{"raw_affiliation_string":"Faculty of Medicine, University Cadi Ayyad, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067243266","display_name":"M. Bouskraoui","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]},{"id":"https://openalex.org/I96840727","display_name":"Cheikh Anta Diop University","ror":"https://ror.org/04je6yw13","country_code":"SN","type":"education","lineage":["https://openalex.org/I96840727"]}],"countries":["MA","SN"],"is_corresponding":false,"raw_author_name":"M. Bouskraoui","raw_affiliation_strings":["Faculty of Medicine, University Cadi Ayyad, Marrakech, Morocco","Faculty of Medicine, University Cheick Anta Diop, Dakar, Senegal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine, University Cadi Ayyad, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]},{"raw_affiliation_string":"Faculty of Medicine, University Cheick Anta Diop, Dakar, Senegal","institution_ids":["https://openalex.org/I96840727"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066347751","display_name":"Idrissa B\u00e2","orcid":"https://orcid.org/0000-0002-0444-7622"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Idrissa Ba","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":7,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5063796208"],"corresponding_institution_ids":["https://openalex.org/I2801112126","https://openalex.org/I5124864"],"apc_list":{"value":3590,"currency":"USD","value_usd":3590},"apc_paid":{"value":3590,"currency":"USD","value_usd":3590},"fwci":5.5545,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.97015943,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"6","issue":"1","first_page":"104","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12418","display_name":"Respiratory and Cough-Related Research","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9467999935150146,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/auscultation","display_name":"Auscultation","score":0.8537197113037109},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7611691951751709},{"id":"https://openalex.org/keywords/bronchiolitis","display_name":"Bronchiolitis","score":0.640873372554779},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6225308179855347},{"id":"https://openalex.org/keywords/pneumonia","display_name":"Pneumonia","score":0.561681866645813},{"id":"https://openalex.org/keywords/respiratory-sounds","display_name":"Respiratory sounds","score":0.5535222291946411},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.536321222782135},{"id":"https://openalex.org/keywords/bronchitis","display_name":"Bronchitis","score":0.5201083421707153},{"id":"https://openalex.org/keywords/respiratory-rate","display_name":"Respiratory rate","score":0.4768434762954712},{"id":"https://openalex.org/keywords/lung","display_name":"Lung","score":0.4619346857070923},{"id":"https://openalex.org/keywords/asthma","display_name":"Asthma","score":0.4609411954879761},{"id":"https://openalex.org/keywords/respiratory-system","display_name":"Respiratory system","score":0.45489898324012756},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.31157639622688293},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.16488289833068848}],"concepts":[{"id":"https://openalex.org/C2777324038","wikidata":"https://www.wikidata.org/wiki/Q779054","display_name":"Auscultation","level":2,"score":0.8537197113037109},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7611691951751709},{"id":"https://openalex.org/C2778821649","wikidata":"https://www.wikidata.org/wiki/Q424227","display_name":"Bronchiolitis","level":3,"score":0.640873372554779},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6225308179855347},{"id":"https://openalex.org/C2777914695","wikidata":"https://www.wikidata.org/wiki/Q12192","display_name":"Pneumonia","level":2,"score":0.561681866645813},{"id":"https://openalex.org/C2777402568","wikidata":"https://www.wikidata.org/wiki/Q779038","display_name":"Respiratory sounds","level":3,"score":0.5535222291946411},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.536321222782135},{"id":"https://openalex.org/C2779993553","wikidata":"https://www.wikidata.org/wiki/Q173022","display_name":"Bronchitis","level":2,"score":0.5201083421707153},{"id":"https://openalex.org/C8213797","wikidata":"https://www.wikidata.org/wiki/Q754250","display_name":"Respiratory rate","level":4,"score":0.4768434762954712},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.4619346857070923},{"id":"https://openalex.org/C2776042228","wikidata":"https://www.wikidata.org/wiki/Q35869","display_name":"Asthma","level":2,"score":0.4609411954879761},{"id":"https://openalex.org/C534529494","wikidata":"https://www.wikidata.org/wiki/Q7891","display_name":"Respiratory system","level":2,"score":0.45489898324012756},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.31157639622688293},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.16488289833068848},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0}],"mesh":[],"locations_count":8,"locations":[{"id":"doi:10.1038/s41746-023-00838-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00838-3","pdf_url":"https://www.nature.com/articles/s41746-023-00838-3.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:37268730","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37268730","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:boris.unibe.ch:183165","is_oa":true,"landing_page_url":"https://boris.unibe.ch/183165/","pdf_url":"https://boris.unibe.ch/183165/","source":{"id":"https://openalex.org/S4306401747","display_name":"BORIS (University Library Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210103840","host_organization_name":"Nakuru County Council","host_organization_lineage":["https://openalex.org/I4210103840"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10238513","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10238513","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10238513/pdf/41746_2023_Article_838.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:oai:unige.ch:aou:unige:171812","is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:171812","pdf_url":"https://access.archive-ouverte.unige.ch/access/metadata/64f718be-b669-4bed-b208-b7633279b82c/download","source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2398-6352","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:doi:10.48350/183165","is_oa":false,"landing_page_url":"https://boris-portal.unibe.ch/handle/20.500.12422/167637","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"pmh:oai:doaj.org/article:f54f46ad894048d3b747fe54dc42af00","is_oa":true,"landing_page_url":"https://doaj.org/article/f54f46ad894048d3b747fe54dc42af00","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 6, Iss 1, Pp 1-12 (2023)","raw_type":"article"},{"id":"pmh:oai:infoscience.epfl.ch:303331","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/198737","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5124864","host_organization_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","host_organization_lineage":["https://openalex.org/I5124864"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"research article"}],"best_oa_location":{"id":"doi:10.1038/s41746-023-00838-3","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00838-3","pdf_url":"https://www.nature.com/articles/s41746-023-00838-3.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.5299999713897705}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323830","display_name":"Universit\u00e9 de Gen\u00e8ve","ror":"https://ror.org/01swzsf04"},{"id":"https://openalex.org/F4320327233","display_name":"Canton de Gen\u00e8ve","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4379141383.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1513801117","https://openalex.org/W1989590026","https://openalex.org/W1995562189","https://openalex.org/W2137591261","https://openalex.org/W2150842747","https://openalex.org/W2328176404","https://openalex.org/W2526050071","https://openalex.org/W2560674852","https://openalex.org/W2619772334","https://openalex.org/W2770896033","https://openalex.org/W2811374795","https://openalex.org/W2933912245","https://openalex.org/W2936774411","https://openalex.org/W2936827998","https://openalex.org/W2963587345","https://openalex.org/W2964439653","https://openalex.org/W2968272386","https://openalex.org/W2991233789","https://openalex.org/W3094550259","https://openalex.org/W3095616795","https://openalex.org/W3128301555","https://openalex.org/W3152792492","https://openalex.org/W3174777244","https://openalex.org/W3177617320","https://openalex.org/W4226150995","https://openalex.org/W6602370656"],"related_works":["https://openalex.org/W1788609286","https://openalex.org/W1840225551","https://openalex.org/W1965945297","https://openalex.org/W4248217830","https://openalex.org/W2411459486","https://openalex.org/W1976304735","https://openalex.org/W4232596339","https://openalex.org/W2189361085","https://openalex.org/W2588063380","https://openalex.org/W2970526294"],"abstract_inverted_index":{"The":[0],"interpretation":[1],"of":[2,28,47,89,155,249],"lung":[3],"auscultation":[4,29],"is":[5,110],"highly":[6],"subjective":[7],"and":[8,21,100,119,144,182,194,211,222],"relies":[9],"on":[10,67,106,112,123,134,162,204],"non-specific":[11],"nomenclature.":[12],"Computer-aided":[13],"analysis":[14],"has":[15],"the":[16,44,78,151,245],"potential":[17],"to":[18,35,243],"better":[19],"standardize":[20],"automate":[22],"evaluation.":[23],"We":[24],"used":[25],"35.9":[26],"hours":[27],"audio":[30,247],"from":[31,69,114],"572":[32],"pediatric":[33],"outpatients":[34],"develop":[36],"DeepBreath":[37,109,141,230,235],":":[38],"a":[39,55,61,74,205,237],"deep":[40,241],"learning":[41,242],"model":[42,107,208,220],"identifying":[43],"audible":[45],"signatures":[46,248],"acute":[48,91],"respiratory":[49,92,212,225,250],"illness":[50],"in":[51],"children.":[52],"It":[53],"comprises":[54],"convolutional":[56],"neural":[57],"network":[58],"followed":[59],"by":[60],"logistic":[62],"regression":[63],"classifier,":[64],"aggregating":[65],"estimates":[66,105],"recordings":[68],"eight":[70],"thoracic":[71],"sites":[72],"into":[73],"single":[75],"prediction":[76,221],"at":[77],"patient-level.":[79],"Patients":[80],"were":[81,168,190,201],"either":[82,198],"healthy":[83,143],"controls":[84],"(29%)":[85],"or":[86,200],"had":[87],"one":[88],"three":[90,135],"illnesses":[93],"(71%)":[94],"including":[95],"pneumonia,":[96],"wheezing":[97,176],"disorders":[98,177],"(bronchitis/asthma),":[99],"bronchiolitis).":[101],"To":[102],"ensure":[103],"objective":[104,246],"generalisability,":[108],"trained":[111],"patients":[113],"two":[115],"countries":[116,137],"(Switzerland,":[117],"Brazil),":[118],"results":[120,167],"are":[121],"reported":[122],"an":[124,148],"internal":[125,163],"5-fold":[126],"cross-validation":[127],"as":[128,130],"well":[129],"externally":[131],"validated":[132],"(extval)":[133],"other":[136],"(Senegal,":[138],"Cameroon,":[139],"Morocco).":[140],"differentiated":[142],"pathological":[145],"breathing":[146],"with":[147],"Area":[149],"Under":[150],"Receiver-Operator":[152],"Characteristic":[153],"(AUROC)":[154],"0.93":[156],"(standard":[157],"deviation":[158],"[SD]":[159],"\u00b1":[160,174,180,186],"0.01":[161],"validation).":[164],"Similarly":[165],"promising":[166],"obtained":[169],"for":[170,239],"pneumonia":[171],"(AUROC":[172,178,184],"0.75":[173],"0.10),":[175],"0.91":[179],"0.03),":[181],"bronchiolitis":[183],"0.94":[185],"0.02).":[187],"Extval":[188],"AUROCs":[189],"0.89,":[191],"0.74,":[192],"0.74":[193],"0.87":[195],"respectively.":[196],"All":[197],"matched":[199],"significant":[202],"improvements":[203],"clinical":[206],"baseline":[207],"using":[209],"age":[210],"rate.":[213],"Temporal":[214],"attention":[215],"showed":[216],"clear":[217],"alignment":[218],"between":[219],"independently":[223],"annotated":[224],"cycles,":[226],"providing":[227],"evidence":[228],"that":[229],"extracts":[231],"physiologically":[232],"meaningful":[233],"representations.":[234],"provides":[236],"framework":[238],"interpretable":[240],"identify":[244],"pathology.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6}],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2025-10-10T00:00:00"}
