{"id":"https://openalex.org/W4389537827","doi":"https://doi.org/10.1109/embc40787.2023.10340447","title":"Machine Learning Models Predict the Need of Amputation and/or Peripheral Artery Revascularization in Hypertensive Patients Within 7-Years Follow-Up","display_name":"Machine Learning Models Predict the Need of Amputation and/or Peripheral Artery Revascularization in Hypertensive Patients Within 7-Years Follow-Up","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389537827","doi":"https://doi.org/10.1109/embc40787.2023.10340447","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083139"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340447","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/EMBC40787.2023.10340447","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051817403","display_name":"Konstantina Tsarapatsani","orcid":null},"institutions":[{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Konstantina Tsarapatsani","raw_affiliation_strings":["Foundation for Research and Technology-Hellas (FORTH),Biomedical Research Institute","Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)"],"affiliations":[{"raw_affiliation_string":"Foundation for Research and Technology-Hellas (FORTH),Biomedical Research Institute","institution_ids":["https://openalex.org/I8901234"]},{"raw_affiliation_string":"Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","institution_ids":["https://openalex.org/I8901234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079931924","display_name":"Antonis I. Sakellarios","orcid":"https://orcid.org/0000-0002-2272-9543"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]},{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Antonis I. Sakellarios","raw_affiliation_strings":["University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","institution_ids":["https://openalex.org/I8901234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009035288","display_name":"Vassilis Tsakanikas","orcid":"https://orcid.org/0000-0002-2868-1720"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]},{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vassilis D. Tsakanikas","raw_affiliation_strings":["University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","institution_ids":["https://openalex.org/I8901234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021279509","display_name":"Hans J. Trampisch","orcid":"https://orcid.org/0000-0001-9136-1079"},"institutions":[{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]},{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans J. Trampisch","raw_affiliation_strings":["Ruhr University Bochum,Department of Medical Informatics, Biometry and Epidemiology,Bochum,Germany","Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum, Bochum, Germany"],"affiliations":[{"raw_affiliation_string":"Ruhr University Bochum,Department of Medical Informatics, Biometry and Epidemiology,Bochum,Germany","institution_ids":["https://openalex.org/I904495901"]},{"raw_affiliation_string":"Department of Medical Informatics, Biometry and Epidemiology, Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901","https://openalex.org/I4210099379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068051110","display_name":"Henrik Rudolf","orcid":"https://orcid.org/0000-0001-9114-3805"},"institutions":[{"id":"https://openalex.org/I2802849423","display_name":"University Medical Center","ror":"https://ror.org/036pt7h44","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2802849423"]},{"id":"https://openalex.org/I4210163477","display_name":"Institute for Medical Informatics and Biostatistics","ror":"https://ror.org/04e79zk25","country_code":"CH","type":"facility","lineage":["https://openalex.org/I4210163477"]}],"countries":["CH","US"],"is_corresponding":false,"raw_author_name":"Henrik Rudolf","raw_affiliation_strings":["University Medical Center Rostock,Institute for Biostatistics and Informatics in Medicine and Ageing Research","Institute for Biostatistics and Informatics in Medicine and Ageing Research, University Medical Center Rostock"],"affiliations":[{"raw_affiliation_string":"University Medical Center Rostock,Institute for Biostatistics and Informatics in Medicine and Ageing Research","institution_ids":["https://openalex.org/I4210163477"]},{"raw_affiliation_string":"Institute for Biostatistics and Informatics in Medicine and Ageing Research, University Medical Center Rostock","institution_ids":["https://openalex.org/I4210163477","https://openalex.org/I2802849423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063555173","display_name":"Nikolaos S. Tachos","orcid":"https://orcid.org/0000-0002-8627-6352"},"institutions":[{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]},{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Tachos","raw_affiliation_strings":["University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","institution_ids":["https://openalex.org/I8901234"]},{"raw_affiliation_string":"Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060221179","display_name":"Marcus E. Kleber","orcid":"https://orcid.org/0000-0003-0663-7275"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marcus E. Kleber","raw_affiliation_strings":["University of Heidelberg,Medical Clinic V, Mannheim Medical Faculty,Mannheim,Germany","Medical Clinic V, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"University of Heidelberg,Medical Clinic V, Mannheim Medical Faculty,Mannheim,Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Medical Clinic V, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000046286","display_name":"Winfried M\u00e4rz","orcid":"https://orcid.org/0000-0001-6083-8946"},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Winfried M\u00e4rz","raw_affiliation_strings":["University of Heidelberg,Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty Mannheim,Mannheim,Germany","Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"University of Heidelberg,Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty Mannheim,Mannheim,Germany","institution_ids":["https://openalex.org/I177802217","https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Mannheim Institute of Public Health, Social and Preventive Medicine, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037813012","display_name":"Dimitrios I. Fotiadis","orcid":"https://orcid.org/0000-0002-7362-5082"},"institutions":[{"id":"https://openalex.org/I8901234","display_name":"Foundation for Research and Technology Hellas","ror":"https://ror.org/052rphn09","country_code":"GR","type":"facility","lineage":["https://openalex.org/I8901234"]},{"id":"https://openalex.org/I194019607","display_name":"University of Ioannina","ror":"https://ror.org/01qg3j183","country_code":"GR","type":"education","lineage":["https://openalex.org/I194019607"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios I. Fotiadis","raw_affiliation_strings":["University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)"],"affiliations":[{"raw_affiliation_string":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Dept. of Materials Science and Engineering,Ioannina,Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Dept. of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information Systems, University of Ioannina, Ioannina, Greece","institution_ids":["https://openalex.org/I194019607"]},{"raw_affiliation_string":"Biomedical Research Institute, Foundation for Research and Technology-Hellas (FORTH)","institution_ids":["https://openalex.org/I8901234"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5051817403"],"corresponding_institution_ids":["https://openalex.org/I8901234"],"apc_list":null,"apc_paid":null,"fwci":0.6528,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.72770387,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"31","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10926","display_name":"Peripheral Artery Disease Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10926","display_name":"Peripheral Artery Disease Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10816","display_name":"Cerebrovascular and Carotid Artery Diseases","score":0.9968000054359436,"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/medicine","display_name":"Medicine","score":0.7959842681884766},{"id":"https://openalex.org/keywords/revascularization","display_name":"Revascularization","score":0.7805955410003662},{"id":"https://openalex.org/keywords/amputation","display_name":"Amputation","score":0.726334810256958},{"id":"https://openalex.org/keywords/peripheral","display_name":"Peripheral","score":0.5960524678230286},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.529841423034668},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.49869227409362793},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.47002673149108887},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.43999171257019043},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.4079846739768982},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.35222485661506653},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3268283009529114},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.13324660062789917}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7959842681884766},{"id":"https://openalex.org/C2779464278","wikidata":"https://www.wikidata.org/wiki/Q7317735","display_name":"Revascularization","level":3,"score":0.7805955410003662},{"id":"https://openalex.org/C2776204877","wikidata":"https://www.wikidata.org/wiki/Q477415","display_name":"Amputation","level":2,"score":0.726334810256958},{"id":"https://openalex.org/C46762472","wikidata":"https://www.wikidata.org/wiki/Q178648","display_name":"Peripheral","level":2,"score":0.5960524678230286},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.529841423034668},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.49869227409362793},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.47002673149108887},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.43999171257019043},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4079846739768982},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.35222485661506653},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3268283009529114},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13324660062789917},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000671","descriptor_name":"Amputation, Surgical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000671","descriptor_name":"Amputation, Surgical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000671","descriptor_name":"Amputation, Surgical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000671","descriptor_name":"Amputation, Surgical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000671","descriptor_name":"Amputation, Surgical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001158","descriptor_name":"Arteries","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001158","descriptor_name":"Arteries","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001158","descriptor_name":"Arteries","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001158","descriptor_name":"Arteries","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001158","descriptor_name":"Arteries","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005500","descriptor_name":"Follow-Up Studies","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":"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":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014656","descriptor_name":"Vascular Surgical Procedures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc40787.2023.10340447","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083139","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083139","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:zenodo.org:15065714","is_oa":true,"landing_page_url":"https://doi.org/10.1109/EMBC40787.2023.10340447","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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/conferenceProceedings"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:15065714","is_oa":true,"landing_page_url":"https://doi.org/10.1109/EMBC40787.2023.10340447","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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/conferenceProceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1803853367","https://openalex.org/W1980027499","https://openalex.org/W1987110196","https://openalex.org/W1994945794","https://openalex.org/W2013244129","https://openalex.org/W2059871922","https://openalex.org/W2063375278","https://openalex.org/W2111634557","https://openalex.org/W2148374679","https://openalex.org/W2279728460","https://openalex.org/W2295598076","https://openalex.org/W2518326618","https://openalex.org/W2789737428","https://openalex.org/W2794591123","https://openalex.org/W2959853492","https://openalex.org/W3124889186","https://openalex.org/W3201544852","https://openalex.org/W3208778761","https://openalex.org/W4226108798","https://openalex.org/W6801286361"],"related_works":["https://openalex.org/W2364863060","https://openalex.org/W53984234","https://openalex.org/W4385649027","https://openalex.org/W2418966622","https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W2474099925","https://openalex.org/W3171520305","https://openalex.org/W2909131249"],"abstract_inverted_index":{"Lower":[0],"extremity":[1],"amputation":[2,28,131,196],"and":[3,60,110,140,191,197],"requirement":[4],"of":[5,12,27,74,87,101,169],"peripheral":[6,14,30,133,198],"artery":[7,15],"revascularization":[8,31,134,199],"are":[9,41],"common":[10],"outcomes":[11],"undiagnosed":[13],"disease":[16],"patients.":[17,202],"In":[18],"the":[19,25,70,84,88,92,143,162,167,170],"current":[20],"work,":[21],"prediction":[22,168],"models":[23,48],"for":[24,113,151,166],"need":[26],"or":[29,116,132,135],"focused":[32],"on":[33],"hypertensive":[34,98,174,201],"patients":[35,71,99,103,128,175],"within":[36,176],"seven":[37],"years":[38,108,178],"follow":[39,124],"up":[40,112,118,125],"employed.":[42],"We":[43,82],"applied":[44],"machine":[45,153],"learning":[46,154],"(ML)":[47],"using":[49,78],"classifiers":[50],"such":[51],"as":[52,161],"Extreme":[53],"Gradient":[54],"Boost":[55,62],"(XGBoost),":[56],"Random":[57,159],"Forest":[58,160],"(RF)":[59],"Adaptive":[61],"(AdaBoost),":[63],"that":[64],"will":[65],"allow":[66],"clinicians":[67,187],"to":[68,119,188],"identify":[69],"at":[72],"risk":[73],"these":[75,193],"two":[76],"endpoints":[77],"simple":[79],"clinical":[80],"data.":[81],"used":[83],"non-interventional":[85],"cohort":[86],"getABI":[89],"study":[90,185],"in":[91,173,200],"primary":[93],"care":[94],"setting,":[95],"selecting":[96],"4,191":[97],"out":[100],"6,474":[102],"with":[104],"age":[105],"over":[106],"65":[107],"old":[109],"followed":[111],"vascular":[114],"events":[115],"death":[117],"7":[120,177],"years.":[121],"During":[122],"this":[123],"period,":[126],"150":[127],"underwent":[129],"either":[130],"both.":[136],"Accuracy,":[137],"Specificity,":[138],"Sensitivity":[139],"Area":[141],"under":[142],"receiver":[144],"operating":[145],"characteristic":[146],"curve":[147],"(AUC)":[148],"were":[149],"estimated":[150],"each":[152],"model.":[155],"The":[156],"results":[157],"demonstrate":[158],"most":[163],"accurate":[164],"model":[165],"composite":[171],"endpoint":[172],"follow-up,":[179],"achieving":[180],"73.27":[181],"%":[182],"accuracy.Clinical":[183],"Relevance-This":[184],"assists":[186],"better":[189],"predict":[190],"treat":[192],"serious":[194],"outcomes,":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}