{"id":"https://openalex.org/W4377091853","doi":"https://doi.org/10.3233/shti230309","title":"Towards Automated COVID-19 Presence and Severity Classification","display_name":"Towards Automated COVID-19 Presence and Severity Classification","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377091853","doi":"https://doi.org/10.3233/shti230309","pmid":"https://pubmed.ncbi.nlm.nih.gov/37203536"},"language":"en","primary_location":{"id":"doi:10.3233/shti230309","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230309","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230309","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230309","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110611951","display_name":"Dominik Mueller","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I2802007660","display_name":"University Hospital Augsburg","ror":"https://ror.org/03b0k9c14","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802007660"]},{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Dominik Mueller","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany","Institute for Digital Medicine, University Hospital Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]},{"raw_affiliation_string":"Institute for Digital Medicine, University Hospital Augsburg, Germany","institution_ids":["https://openalex.org/I2802007660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043580137","display_name":"Silvan Mertes","orcid":"https://orcid.org/0000-0001-5230-5218"},"institutions":[{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]},{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Silvan Mertes","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112617324","display_name":"N Schroeter","orcid":null},"institutions":[{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]},{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niklas Schroeter","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090491669","display_name":"Fabio Hellmann","orcid":"https://orcid.org/0000-0001-6404-0827"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabio Hellmann","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052990041","display_name":"Miriam Elia","orcid":null},"institutions":[{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]},{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Miriam Elia","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103130753","display_name":"Bernhard Bauer","orcid":"https://orcid.org/0000-0002-7931-1105"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernhard Bauer","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035884631","display_name":"Wolfgang Reif","orcid":"https://orcid.org/0000-0002-4086-0043"},"institutions":[{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]},{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Reif","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056684559","display_name":"Elisabeth Andr\u00e9","orcid":"https://orcid.org/0000-0002-2367-162X"},"institutions":[{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]},{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elisabeth Andr\u00e9","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010964383","display_name":"Frank Kr\u00e4mer","orcid":"https://orcid.org/0000-0002-2857-7122"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I142270456","display_name":"Technische Hochschule Augsburg","ror":"https://ror.org/016604a03","country_code":"DE","type":"education","lineage":["https://openalex.org/I142270456"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank Kramer","raw_affiliation_strings":["Faculty of Applied Computer Science, University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Computer Science, University of Augsburg, Germany","institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5110611951"],"corresponding_institution_ids":["https://openalex.org/I142270456","https://openalex.org/I179225836","https://openalex.org/I2802007660"],"apc_list":null,"apc_paid":null,"fwci":0.6876,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68097876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"302","issue":null,"first_page":"917","last_page":"921"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.7319705486297607},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.7234819531440735},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6273746490478516},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6174017786979675},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5841720104217529},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5455531477928162},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4990553855895996},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49604687094688416},{"id":"https://openalex.org/keywords/2019-20-coronavirus-outbreak","display_name":"2019-20 coronavirus outbreak","score":0.4537246525287628},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.44856709241867065},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.43268832564353943},{"id":"https://openalex.org/keywords/severe-acute-respiratory-syndrome-coronavirus-2","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","score":0.42657727003097534},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.422129362821579},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.331847608089447},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3281012773513794},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.1454886496067047},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.08826974034309387},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08735325932502747}],"concepts":[{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7319705486297607},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.7234819531440735},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6273746490478516},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6174017786979675},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5841720104217529},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5455531477928162},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4990553855895996},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49604687094688416},{"id":"https://openalex.org/C3006700255","wikidata":"https://www.wikidata.org/wiki/Q81068910","display_name":"2019-20 coronavirus outbreak","level":3,"score":0.4537246525287628},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.44856709241867065},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.43268832564353943},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.42657727003097534},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.422129362821579},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.331847608089447},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3281012773513794},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.1454886496067047},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.08826974034309387},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08735325932502747},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C116675565","wikidata":"https://www.wikidata.org/wiki/Q3241045","display_name":"Outbreak","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti230309","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230309","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230309","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37203536","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37203536","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:104537","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-1045374","pdf_url":null,"source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:bookpart"}],"best_oa_location":{"id":"doi:10.3233/shti230309","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230309","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230309","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377091853.pdf","grobid_xml":"https://content.openalex.org/works/W4377091853.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W1676314349","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2884561390","https://openalex.org/W2963446712","https://openalex.org/W3010496206","https://openalex.org/W3013617062","https://openalex.org/W3023984468","https://openalex.org/W3107214201","https://openalex.org/W3118920607","https://openalex.org/W3173896654","https://openalex.org/W4241361892","https://openalex.org/W4307077305","https://openalex.org/W6725739302","https://openalex.org/W6797306482"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W138569904","https://openalex.org/W2951211570","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513"],"abstract_inverted_index":{"COVID-19":[0,33,110],"presence":[1,118],"classification":[2,73],"and":[3,63,69,74,96,112,138,147],"severity":[4,30,75],"prediction":[5,76],"via":[6,56],"(3D)":[7],"thorax":[8],"computed":[9],"tomography":[10],"scans":[11],"have":[12],"become":[13],"important":[14],"tasks":[15],"in":[16,47],"recent":[17],"times.":[18],"Especially":[19],"for":[20,71],"capacity":[21],"planning":[22],"of":[23,31,67,106,119],"intensive":[24],"care":[25],"units,":[26],"predicting":[27],"the":[28,92,117,135],"future":[29],"a":[32],"patient":[34,94],"is":[35,123,132],"crucial.":[36],"The":[37,100],"presented":[38,101],"approach":[39,131],"follows":[40],"state-of-theart":[41],"techniques":[42],"to":[43,83,108,115,144],"aid":[44],"medical":[45,89],"professionals":[46],"these":[48],"situations.":[49],"It":[50],"comprises":[51],"an":[52,104,120],"ensemble":[53],"learning":[54,62],"strategy":[55],"5-fold":[57],"cross-validation":[58],"that":[59],"includes":[60],"transfer":[61],"combines":[64],"pre-trained":[65],"3D-versions":[66],"ResNet34":[68],"DenseNet121":[70],"COVID19":[72],"respectively.":[77],"Further,":[78],"domain-specific":[79],"preprocessing":[80],"was":[81],"applied":[82],"optimize":[84],"model":[85,102],"performance.":[86],"In":[87],"addition,":[88],"information":[90],"like":[91],"infection-lung-ratio,":[93],"age,":[95],"sex":[97],"were":[98],"included.":[99],"achieves":[103],"AUC":[105,114],"79.0%":[107],"predict":[109],"severity,":[111],"83.7%":[113],"classify":[116],"infection,":[121],"which":[122],"comparable":[124],"with":[125],"other":[126],"currently":[127],"popular":[128],"methods.":[129],"This":[130],"implemented":[133],"using":[134],"AUCMEDI":[136],"framework":[137],"relies":[139],"on":[140],"well-known":[141],"network":[142],"architectures":[143],"ensure":[145],"robustness":[146],"reproducibility.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
