{"id":"https://openalex.org/W7141148658","doi":"https://doi.org/10.1016/j.jaci.2026.03.011","title":"Etiologic diagnosis of seasonal allergic rhinitis supported by artificial intelligence: The @IT-2020 project","display_name":"Etiologic diagnosis of seasonal allergic rhinitis supported by artificial intelligence: The @IT-2020 project","publication_year":2026,"publication_date":"2026-03-27","ids":{"openalex":"https://openalex.org/W7141148658","doi":"https://doi.org/10.1016/j.jaci.2026.03.011","pmid":"https://pubmed.ncbi.nlm.nih.gov/41903764"},"language":"en","primary_location":{"id":"doi:10.1016/j.jaci.2026.03.011","doi":"https://doi.org/10.1016/j.jaci.2026.03.011","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jaci.2026.03.011","pdf_url":null,"source":{"id":"https://openalex.org/S108525051","display_name":"Journal of Allergy and Clinical Immunology","issn_l":"0091-6749","issn":["0091-6749","1085-8725","1097-6825"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Allergy and Clinical Immunology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.jaci.2026.03.011","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109150734","display_name":"Paolo Maria Matricardi","orcid":"https://orcid.org/0000-0001-5485-0324","observed_orcids":["https://orcid.org/0000-0001-5485-0324"]},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]},{"id":"https://openalex.org/I4210107844","display_name":"Fraunhofer Institute for Translational Medicine and Pharmacology","ror":"https://ror.org/01s1h3j07","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210107844","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paolo Maria Matricardi","raw_affiliation_strings":["Institute of Allergology, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Corporate Member of Freie Universit\u00e4t Berlin and Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany; Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology and Allergology, Berlin, Germany; Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany. Electronic address: paolo.matricardi@charite.de"],"raw_orcid":"https://orcid.org/0000-0001-5485-0324","affiliations":[{"raw_affiliation_string":"Institute of Allergology, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Corporate Member of Freie Universit\u00e4t Berlin and Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany; Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology and Allergology, Berlin, Germany; Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany. Electronic address: paolo.matricardi@charite.de","institution_ids":["https://openalex.org/I39343248","https://openalex.org/I4210107844","https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116095806","display_name":"Francesco Monnati","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I4210107844","display_name":"Fraunhofer Institute for Translational Medicine and Pharmacology","ror":"https://ror.org/01s1h3j07","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210107844","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE","IT"],"is_corresponding":false,"raw_author_name":"Francesco Monnati","raw_affiliation_strings":["Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology and Allergology, Berlin, Germany; Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany; INFN & Department of Physics, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology and Allergology, Berlin, Germany; Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany; INFN & Department of Physics, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653","https://openalex.org/I4210107844","https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130778340","display_name":"L. Palmieri","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Luigi Palmieri","raw_affiliation_strings":["Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001934902","display_name":"Stephanie Dramburg","orcid":"https://orcid.org/0000-0002-9303-3260","observed_orcids":["https://orcid.org/0000-0002-9303-3260"]},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephanie Dramburg","raw_affiliation_strings":["Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045204200","display_name":"Eris Mesonj\u00ebsi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2800414091","display_name":"Mother Teresa Hospital","ror":"https://ror.org/027x3m696","country_code":"AL","type":"healthcare","lineage":["https://openalex.org/I2800414091"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Eris Mesonjesi","raw_affiliation_strings":["Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I2800414091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045511857","display_name":"Ifigenia Sfika","orcid":"https://orcid.org/0000-0003-2365-0498","observed_orcids":["https://orcid.org/0000-0003-2365-0498"]},"institutions":[{"id":"https://openalex.org/I4210134461","display_name":"Ospedale Sandro Pertini","ror":"https://ror.org/03hj7dq77","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210134461"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ifigenia Sfika","raw_affiliation_strings":["Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy","institution_ids":["https://openalex.org/I4210134461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077838908","display_name":"Valeria Villella","orcid":"https://orcid.org/0000-0003-3753-0489","observed_orcids":["https://orcid.org/0000-0003-3753-0489","https://orcid.org/0000-0001-5763-0423"]},"institutions":[{"id":"https://openalex.org/I4210134461","display_name":"Ospedale Sandro Pertini","ror":"https://ror.org/03hj7dq77","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210134461"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valeria Villella","raw_affiliation_strings":["Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy","institution_ids":["https://openalex.org/I4210134461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069757827","display_name":"Stefania Arasi","orcid":"https://orcid.org/0000-0002-8135-0568","observed_orcids":["https://orcid.org/0000-0002-8135-0568"]},"institutions":[{"id":"https://openalex.org/I4210123352","display_name":"Bambino Ges\u00f9 Children's Hospital","ror":"https://ror.org/02sy42d13","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210123352","https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE","IT"],"is_corresponding":false,"raw_author_name":"Stefania Arasi","raw_affiliation_strings":["Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany; Pediatric Allergology Unit, Department of Pediatric Medicine, Bambino Ges\u00f9 Children's Research Hospital (IRCCS), Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany; Pediatric Allergology Unit, Department of Pediatric Medicine, Bambino Ges\u00f9 Children's Research Hospital (IRCCS), Rome, Italy","institution_ids":["https://openalex.org/I4210123352","https://openalex.org/I4210153126","https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080495567","display_name":"Maria Antonia Brighetti","orcid":"https://orcid.org/0000-0002-4556-6468","observed_orcids":["https://orcid.org/0000-0002-4556-6468"]},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Antonia Brighetti","raw_affiliation_strings":["Department of Biology, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068769038","display_name":"Ekaterina Potapova","orcid":"https://orcid.org/0000-0003-4427-6335","observed_orcids":["https://orcid.org/0000-0003-4427-6335"]},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ekaterina Potapova","raw_affiliation_strings":["Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020967072","display_name":"Tara Maria Hoffmann","orcid":"https://orcid.org/0000-0003-1273-7539","observed_orcids":["https://orcid.org/0000-0003-1273-7539"]},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tara Maria Hoffmann","raw_affiliation_strings":["Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Respiratory Care, Immunology and Intensive Care Medicine, Charit\u00e9-Universit\u00e4tsmedizin Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091264634","display_name":"Simone Pelosi","orcid":"https://orcid.org/0000-0002-6201-8068","observed_orcids":["https://orcid.org/0000-0002-6201-8068"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Simone Pelosi","raw_affiliation_strings":["TPS Production srl, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TPS Production srl, Rome, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053729469","display_name":"Blerina Bregu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2800414091","display_name":"Mother Teresa Hospital","ror":"https://ror.org/027x3m696","country_code":"AL","type":"healthcare","lineage":["https://openalex.org/I2800414091"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Blerina Bregu","raw_affiliation_strings":["Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I2800414091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034431163","display_name":"Blerta Lame","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2800414091","display_name":"Mother Teresa Hospital","ror":"https://ror.org/027x3m696","country_code":"AL","type":"healthcare","lineage":["https://openalex.org/I2800414091"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Blerta Lame","raw_affiliation_strings":["Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I2800414091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038380320","display_name":"D. Charpin","orcid":"https://orcid.org/0000-0003-4493-4756","observed_orcids":["https://orcid.org/0000-0003-4493-4756"]},"institutions":[{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]},{"id":"https://openalex.org/I4210087487","display_name":"Assistance Publique H\u00f4pitaux de Marseille","ror":"https://ror.org/002cp4060","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I21491767","https://openalex.org/I4210087487"]},{"id":"https://openalex.org/I4210162909","display_name":"H\u00f4pital de la Timone","ror":"https://ror.org/05jrr4320","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I21491767","https://openalex.org/I4210087487","https://openalex.org/I4210162909"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Denis Charpin","raw_affiliation_strings":["Department of Pneumonology and Allergy, La Timone Hospital, APHM, Aix-Marseille University, Marseille, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pneumonology and Allergy, La Timone Hospital, APHM, Aix-Marseille University, Marseille, France","institution_ids":["https://openalex.org/I21491767","https://openalex.org/I4210087487","https://openalex.org/I4210162909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102368870","display_name":"Lu\u00eds Delgado","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210112960","display_name":"CUF Porto Hospital","ror":"https://ror.org/022j22r70","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210112960"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Lu\u00eds Delgado","raw_affiliation_strings":["Basic and Clinical Immunology Unit, Department of Pathology, Faculty of Medicine, University of Porto, Porto, Portugal; RISE-Health, Faculty of Medicine of the University of Porto, Porto, Portugal; Allergy Unit, Instituto & Hospital CUF Porto, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Basic and Clinical Immunology Unit, Department of Pathology, Faculty of Medicine, University of Porto, Porto, Portugal; RISE-Health, Faculty of Medicine of the University of Porto, Porto, Portugal; Allergy Unit, Instituto & Hospital CUF Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210112960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027319469","display_name":"J A Fonseca","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Almeida Fonseca","raw_affiliation_strings":["RISE-Health, Faculty of Medicine of the University of Porto, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RISE-Health, Faculty of Medicine of the University of Porto, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088984923","display_name":"\u00d6zlem G\u00f6ksel","orcid":"https://orcid.org/0000-0003-1121-9967","observed_orcids":["https://orcid.org/0000-0003-1121-9967"]},"institutions":[{"id":"https://openalex.org/I41641357","display_name":"Ege University","ror":"https://ror.org/02eaafc18","country_code":"TR","type":"education","lineage":["https://openalex.org/I41641357"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ozlem Goksel","raw_affiliation_strings":["Department of Pulmonary Medicine, Division of Immunology, Allergy and Asthma. Faculty of Medicine, Ege University, Izmir, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pulmonary Medicine, Division of Immunology, Allergy and Asthma. Faculty of Medicine, Ege University, Izmir, Turkey","institution_ids":["https://openalex.org/I41641357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123764353","display_name":"Fusun Kalpaklioglu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I45642913","display_name":"K\u0131r\u0131kkale University","ror":"https://ror.org/01zhwwf82","country_code":"TR","type":"education","lineage":["https://openalex.org/I45642913"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Fusun Kalpaklioglu","raw_affiliation_strings":["Department of Immunology and Allergic Diseases, K\u0131r\u0131kkale University School of Medicine, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Immunology and Allergic Diseases, K\u0131r\u0131kkale University School of Medicine, Ankara, Turkey","institution_ids":["https://openalex.org/I45642913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130801293","display_name":"A. Nieto","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210166036","display_name":"Instituto de Investigaci\u00f3n Sanitaria La Fe","ror":"https://ror.org/05n7v5997","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210166036"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Nieto","raw_affiliation_strings":["Pediatric Allergy and Pneumology Unit, Children's Hospital La Fe, and Health Research Institute La Fe, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pediatric Allergy and Pneumology Unit, Children's Hospital La Fe, and Health Research Institute La Fe, Valencia, Spain","institution_ids":["https://openalex.org/I4210166036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072769706","display_name":"G. Paino","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Battista Pajno","raw_affiliation_strings":["Department of Pediatrics, Allergy Unit, University of Messina, Messina, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Allergy Unit, University of Messina, Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003409178","display_name":"Cans\u0131n Sa\u00e7kesen","orcid":"https://orcid.org/0000-0002-1115-9805","observed_orcids":["https://orcid.org/0000-0002-1115-9805"]},"institutions":[{"id":"https://openalex.org/I1351752","display_name":"Ko\u00e7 University","ror":"https://ror.org/00jzwgz36","country_code":"TR","type":"education","lineage":["https://openalex.org/I1351752"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Cansin Sackesen","raw_affiliation_strings":["Division of Pediatric Allergy, Ko\u00e7 University School of Medicine, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pediatric Allergy, Ko\u00e7 University School of Medicine, Istanbul, Turkey","institution_ids":["https://openalex.org/I1351752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014924472","display_name":"Alessandro Travaglini","orcid":"https://orcid.org/0000-0002-4373-0105","observed_orcids":["https://orcid.org/0000-0002-4373-0105"]},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Travaglini","raw_affiliation_strings":["Department of Biology, Tor Vergata University of Rome, Rome, Italy; Italian Aerobiology Monitoring Network, Italian Aerobiology Association, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology, Tor Vergata University of Rome, Rome, Italy; Italian Aerobiology Monitoring Network, Italian Aerobiology Association, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021370008","display_name":"Alfred Priftanji","orcid":"https://orcid.org/0009-0006-4249-9323","observed_orcids":["https://orcid.org/0009-0006-4249-9323"]},"institutions":[{"id":"https://openalex.org/I2800414091","display_name":"Mother Teresa Hospital","ror":"https://ror.org/027x3m696","country_code":"AL","type":"healthcare","lineage":["https://openalex.org/I2800414091"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Alfred Priftanji","raw_affiliation_strings":["Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Allergology and Clinical Immunology, UHC Mother Teresa, Medical University Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I2800414091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107395801","display_name":"Gaetano Salina","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gaetano Salina","raw_affiliation_strings":["INFN & Department of Physics, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INFN & Department of Physics, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016017252","display_name":"Salvatore Tripodi","orcid":"https://orcid.org/0000-0003-2517-3285","observed_orcids":["https://orcid.org/0000-0003-2517-3285"]},"institutions":[{"id":"https://openalex.org/I4210134461","display_name":"Ospedale Sandro Pertini","ror":"https://ror.org/03hj7dq77","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210134461"]},{"id":"https://openalex.org/I4210145939","display_name":"Policlinico Casilino","ror":"https://ror.org/04zhd1705","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210145939"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Tripodi","raw_affiliation_strings":["Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy; Allergology Service, Policlinico Casilino, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pediatric Allergy Unit, Sandro Pertini Hospital, Rome, Italy; Allergology Service, Policlinico Casilino, Rome, Italy","institution_ids":["https://openalex.org/I4210134461","https://openalex.org/I4210145939"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773205","display_name":"Nikolaos G. Papadopoulos","orcid":"https://orcid.org/0000-0002-4448-3468","observed_orcids":["https://orcid.org/0000-0002-4448-3468","https://orcid.org/0000-0001-5760-7266","https://orcid.org/0000-0001-7711-2287","https://orcid.org/0000-0001-9359-639X"]},"institutions":[{"id":"https://openalex.org/I200777214","display_name":"National and Kapodistrian University of Athens","ror":"https://ror.org/04gnjpq42","country_code":"GR","type":"education","lineage":["https://openalex.org/I200777214"]},{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]},{"id":"https://openalex.org/I4210159355","display_name":"Panagiotis & Aglaia Kyriakou Children's Hospital","ror":"https://ror.org/052arry73","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210159355"]},{"id":"https://openalex.org/I4210160221","display_name":"Royal Manchester Children's Hospital","ror":"https://ror.org/052vjje65","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210092852","https://openalex.org/I4210160221"]}],"countries":["GB","GR"],"is_corresponding":false,"raw_author_name":"Nikolaos G. Papadopoulos","raw_affiliation_strings":["Allergy Department, 2nd Pediatric Clinic, Athens General Children's Hospital \"P&A Kyriakou, University of Athens, Athens, Greece; Division of Infection, Immunity & Respiratory Medicine, Royal Manchester Children's Hospital, University of Manchester, Manchester, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Allergy Department, 2nd Pediatric Clinic, Athens General Children's Hospital \"P&A Kyriakou, University of Athens, Athens, Greece; Division of Infection, Immunity & Respiratory Medicine, Royal Manchester Children's Hospital, University of Manchester, Manchester, United Kingdom","institution_ids":["https://openalex.org/I200777214","https://openalex.org/I28407311","https://openalex.org/I4210159355","https://openalex.org/I4210160221"]}]}],"institutions":[],"countries_distinct_count":9,"institutions_distinct_count":23,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4900,"currency":"USD","value_usd":4900},"apc_paid":{"value":4900,"currency":"USD","value_usd":4900},"fwci":3.3825,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83956602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"158","issue":"1","first_page":"139","last_page":"150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10877","display_name":"Allergic Rhinitis and Sensitization","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2723","display_name":"Immunology and Allergy"},"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/T10877","display_name":"Allergic Rhinitis and Sensitization","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2723","display_name":"Immunology and Allergy"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0017000000225380063,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10634","display_name":"Food Allergy and Anaphylaxis Research","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/2723","display_name":"Immunology and Allergy"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/allergic-rhinitis","display_name":"allergic rhinitis","score":1.0},{"id":"https://openalex.org/keywords/etiological-diagnosis","display_name":"etiological diagnosis","score":0.8539999723434448},{"id":"https://openalex.org/keywords/clinical-decision-support-systems","display_name":"clinical decision support systems","score":0.9300000071525574},{"id":"https://openalex.org/keywords/allergen-immunotherapy","display_name":"allergen immunotherapy","score":0.9049999713897705},{"id":"https://openalex.org/keywords/polysensitization","display_name":"polysensitization","score":0.753000020980835},{"id":"https://openalex.org/keywords/skin-prick-test","display_name":"skin prick test","score":0.6690000295639038},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.5580000281333923},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.9309999942779541},{"id":"https://openalex.org/keywords/cross-validation","display_name":"cross-validation","score":0.3540000021457672}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7717000246047974},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6550999879837036},{"id":"https://openalex.org/C137627325","wikidata":"https://www.wikidata.org/wiki/Q156318","display_name":"Etiology","level":2,"score":0.48899999260902405},{"id":"https://openalex.org/C40993552","wikidata":"https://www.wikidata.org/wiki/Q514654","display_name":"Gold standard (test)","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.41019999980926514},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.4049000144004822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37540000677108765},{"id":"https://openalex.org/C2777701055","wikidata":"https://www.wikidata.org/wiki/Q1427096","display_name":"Immunotherapy","level":3,"score":0.37130001187324524},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.32989999651908875},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.30790001153945923},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28769999742507935},{"id":"https://openalex.org/C206179267","wikidata":"https://www.wikidata.org/wiki/Q188952","display_name":"Medical history","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C2778826181","wikidata":"https://www.wikidata.org/wiki/Q3310538","display_name":"Culprit","level":3,"score":0.27810001373291016},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2669000029563904}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098403","descriptor_name":"Intelligent Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000485","descriptor_name":"Allergens","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":true},{"descriptor_ui":"D006255","descriptor_name":"Rhinitis, Allergic, Seasonal","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007073","descriptor_name":"Immunoglobulin E","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011058","descriptor_name":"Pollen","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.jaci.2026.03.011","doi":"https://doi.org/10.1016/j.jaci.2026.03.011","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jaci.2026.03.011","pdf_url":null,"source":{"id":"https://openalex.org/S108525051","display_name":"Journal of Allergy and Clinical Immunology","issn_l":"0091-6749","issn":["0091-6749","1085-8725","1097-6825"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Allergy and Clinical Immunology","raw_type":"journal-article"},{"id":"pmid:41903764","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41903764","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,"listed_in":[],"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":"The Journal of allergy and clinical immunology","raw_type":"Journal Article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/515927","doi":null,"is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/515927","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"journal article"}],"best_oa_location":{"id":"doi:10.1016/j.jaci.2026.03.011","doi":"https://doi.org/10.1016/j.jaci.2026.03.011","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jaci.2026.03.011","pdf_url":null,"source":{"id":"https://openalex.org/S108525051","display_name":"Journal of Allergy and Clinical Immunology","issn_l":"0091-6749","issn":["0091-6749","1085-8725","1097-6825"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Allergy and Clinical Immunology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9391000270843506,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320327298","display_name":"European Academy of Allergy and Clinical Immunology","ror":"https://ror.org/03wa91e11"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2061644784","https://openalex.org/W2078370320","https://openalex.org/W2553303016","https://openalex.org/W2620079877","https://openalex.org/W2751538365","https://openalex.org/W2899314763","https://openalex.org/W2921321215","https://openalex.org/W2980595867","https://openalex.org/W2996222050","https://openalex.org/W3005276935","https://openalex.org/W3026067409","https://openalex.org/W3045154598","https://openalex.org/W3124562614","https://openalex.org/W3136256582","https://openalex.org/W3185797914","https://openalex.org/W3200427847","https://openalex.org/W4200278720","https://openalex.org/W4200311249","https://openalex.org/W4211003574","https://openalex.org/W4229553561","https://openalex.org/W4281613329","https://openalex.org/W4293493512","https://openalex.org/W4306784121","https://openalex.org/W4367154056","https://openalex.org/W4391612038","https://openalex.org/W4396541948","https://openalex.org/W4396893416"],"related_works":["https://openalex.org/W3088668764","https://openalex.org/W3136256582","https://openalex.org/W3089329866","https://openalex.org/W6943300435","https://openalex.org/W4391936529","https://openalex.org/W7152632814","https://openalex.org/W2737430632","https://openalex.org/W1669482787","https://openalex.org/W4241324853","https://openalex.org/W2108592707"],"abstract_inverted_index":{"Background":[0],"A":[1],"precise":[2],"etiological":[3,83],"diagnosis":[4,66,304],"of":[5,16,67,73,177],"seasonal":[6],"allergic":[7],"rhinitis":[8],"(SAR)":[9],"is":[10,25],"essential":[11],"for":[12,63,81],"a":[13,26,49,79,140,236,278,289],"tailored":[14],"prescription":[15,254,307],"its":[17],"only":[18,319],"curative":[19],"treatment,":[20],"allergen-specific":[21],"immunotherapy":[22],"(AIT).":[23],"This":[24],"challenging":[27],"task":[28],"in":[29,150,224,229,277,308],"temperate":[30],"climates,":[31],"where":[32],"most":[33],"patients":[34,149,195,228,309],"are":[35,316],"polysensitized":[36],"to":[37,47,87,193,247,320,326,336],"multiple":[38],"pollen":[39,145],"with":[40,60,300,310],"overlapping":[41],"seasons.":[42],"Objective":[43],"The":[44,97,175],"study":[45],"aims":[46],"develop":[48],"modular,":[50],"flexible":[51],"and":[52,107,127,139,167,171,203,305,340],"validated":[53],"Clinical":[54,291],"Decision":[55,292],"Support":[56,293],"System":[57],"(CDSS)":[58],"generated":[59,163],"Artificial":[61],"Intelligence":[62],"the":[64,71,74,89,143,178,188,194,207,217,243,257,262,272],"etiologic":[65],"SAR.":[68],"Methods":[69],"In":[70,285],"context":[72],"@IT-2020":[75],"Project,":[76],"we":[77],"developed":[78],"CDSS":[80,90,98,332],"SAR":[82,148,227,343],"diagnosis.":[84],"We":[85],"aimed":[86],"automate":[88],"by":[91,164,241],"integrating":[92],"Machine":[93,297],"Learning":[94],"(ML)":[95],"algorithms.":[96],"adopts":[99],"three":[100,133,179],"progressive":[101],"diagnostic":[102,209,269],"modules:":[103],"(a)":[104],"clinical":[105,126,201],"history":[106],"Skin":[108],"Prick":[109],"Tests":[110],"(SPT),":[111],"(b)":[112],"plus":[113,123],"molecular":[114],"specific":[115],"Immunoglobulin":[116],"E":[117],"(sIgE":[118],"mol":[119],")":[120],"tests,":[121],"(c)":[122],"an":[124,330],"electronic":[125],"environmental":[128],"Diary.":[129],"To":[130],"this":[131],"end,":[132],"raters":[134],"identified,":[135],"following":[136],"international":[137],"guidelines":[138],"Delphi-like":[141],"procedure,":[142],"culprit":[144],"on":[146,169,296],"100":[147],"Rome":[151],"(Italy).":[152],"Results":[153],"Three":[154],"models":[155,180,258,273],"best":[156],"performing":[157],"(AUROC":[158,222],">95%)":[159,223],"have":[160],"been":[161],"then":[162],"ML":[165],"training":[166],"tested":[168],"2/3":[170],"1/3":[172],"patients,":[173],"respectively.":[174],"validity":[176],"was":[181,191,239],"confirmed":[182],"by:":[183],"(A)":[184],"contextual":[185],"adaptability:":[186,255],"as":[187,199,235,256,271],"models'":[189,208,218],"performance":[190,221,238],"linked":[192],"complexity;":[196],"(B)":[197],"interpretability:":[198],"both,":[200],"components":[202],"sensitization":[204],"pattern,":[205],"influenced":[206],"decision":[210],"(SHAP":[211],"analysis);":[212],"(C)":[213],"geographical":[214],"generalizability:":[215,234],"given":[216],"equal":[219],"high":[220,237],"diagnosing":[225],"92":[226],"Tirana":[230],"(Albania);":[231],"(D)":[232],"temporal":[233],"obtained":[240],"reducing":[242],"patients'":[244],"monitoring":[245],"period":[246],"45":[248],"days;":[249],"(E)":[250],"Allergen":[251],"Immunotherapy":[252],"(AIT)":[253],"quite":[259],"well":[260],"reproduced":[261],"gold":[263],"standard":[264],"AIT":[265,306],"prescriptions;":[266],"(F)":[267],"human-plus":[268],"capability:":[270],"outperformed":[274],"24":[275],"doctors":[276],"competition":[279],"evaluating":[280],"12":[281],"patients.":[282],"Conclusion":[283],"\u2013":[284],"our":[286],"Proof-of-Concept":[287],"study,":[288],"modular":[290],"System,":[294],"based":[295],"Learning,":[298],"replicated":[299],"enough":[301],"reliability":[302],"raters'":[303],"Seasonal":[311],"Allergic":[312],"Rhinitis.":[313],"Further":[314],"studies":[315],"needed":[317],"not":[318],"target":[321],"independent":[322],"replication,":[323],"but":[324],"also":[325],"prospectively":[327],"test":[328],"whether":[329],"AI-driven":[331],"may":[333],"be":[334],"useful":[335],"initiate":[337],"personalized":[338],"treatment":[339],"ultimately":[341],"improve":[342],"disease":[344],"control.":[345]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-03-28T00:00:00"}
