{"id":"https://openalex.org/W4389542400","doi":"https://doi.org/10.1109/embc40787.2023.10340539","title":"Deep Learning-Based Predictive Model for Revascularization of Chronic Total Occlusions on Angiographic Imaging","display_name":"Deep Learning-Based Predictive Model for Revascularization of Chronic Total Occlusions on Angiographic Imaging","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542400","doi":"https://doi.org/10.1109/embc40787.2023.10340539","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083048"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340539","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340539","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 &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065339066","display_name":"Sara P\u00e9rez-Mart\u00ednez","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sara P\u00e9rez-Mart\u00ednez","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046038210","display_name":"Agust\u00edn Fern\u00e1ndez\u2010Cisnal","orcid":"https://orcid.org/0000-0002-0672-0696"},"institutions":[{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Agust\u00edn Fern\u00e1ndez-Cisnal","raw_affiliation_strings":["University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain"],"affiliations":[{"raw_affiliation_string":"University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain","institution_ids":["https://openalex.org/I4210095014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061594937","display_name":"Manuel P\u00e9rez-Pelegr\u00ed","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel P\u00e9rez-Pelegr\u00ed","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077408960","display_name":"Sergio Garc\u00eda\u2010Blas","orcid":"https://orcid.org/0000-0002-1998-3735"},"institutions":[{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sergio Garc\u00eda-Blas","raw_affiliation_strings":["University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain"],"affiliations":[{"raw_affiliation_string":"University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain","institution_ids":["https://openalex.org/I4210095014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047182336","display_name":"Gema Mi\u00f1ana","orcid":"https://orcid.org/0000-0001-8777-2588"},"institutions":[{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gema Mi\u00f1ana","raw_affiliation_strings":["University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain"],"affiliations":[{"raw_affiliation_string":"University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain","institution_ids":["https://openalex.org/I4210095014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031960648","display_name":"Ernesto Valero","orcid":"https://orcid.org/0000-0001-6710-2501"},"institutions":[{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ernesto Valero","raw_affiliation_strings":["University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain"],"affiliations":[{"raw_affiliation_string":"University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain","institution_ids":["https://openalex.org/I4210095014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101530102","display_name":"Juan Sanch\u00eds","orcid":"https://orcid.org/0000-0003-0797-8709"},"institutions":[{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Sanchis","raw_affiliation_strings":["University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain"],"affiliations":[{"raw_affiliation_string":"University of Val&#x00E8;ncia, Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red Enfermedades Cardiovaculares (CIBERCV),Hospital Cl&#x00ED;nico Universitario de Val&#x00E8;ncia, Instituto de Investigaci&#x00F3;n Sanitaria (INCLIVA),Cardiology Department,Val&#x00E8;ncia,Spain","institution_ids":["https://openalex.org/I4210095014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039695934","display_name":"David Moratal","orcid":"https://orcid.org/0000-0002-2825-3646"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Moratal","raw_affiliation_strings":["Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022"],"affiliations":[{"raw_affiliation_string":"Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia,Center for Biomaterials and Tissue Engineering,Val&#x00E8;ncia,Spain,46022","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5065339066"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37397836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9976999759674072,"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/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9976999759674072,"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/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9936000108718872,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9678000211715698,"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/medicine","display_name":"Medicine","score":0.8265889286994934},{"id":"https://openalex.org/keywords/revascularization","display_name":"Revascularization","score":0.8043571710586548},{"id":"https://openalex.org/keywords/conventional-pci","display_name":"Conventional PCI","score":0.7305728793144226},{"id":"https://openalex.org/keywords/percutaneous-coronary-intervention","display_name":"Percutaneous coronary intervention","score":0.7296510934829712},{"id":"https://openalex.org/keywords/angina","display_name":"Angina","score":0.6008870601654053},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5350761413574219},{"id":"https://openalex.org/keywords/angiography","display_name":"Angiography","score":0.5108973383903503},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.4978759288787842},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.4534676969051361},{"id":"https://openalex.org/keywords/myocardial-infarction","display_name":"Myocardial infarction","score":0.4096822142601013}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8265889286994934},{"id":"https://openalex.org/C2779464278","wikidata":"https://www.wikidata.org/wiki/Q7317735","display_name":"Revascularization","level":3,"score":0.8043571710586548},{"id":"https://openalex.org/C45393284","wikidata":"https://www.wikidata.org/wiki/Q191012","display_name":"Conventional PCI","level":3,"score":0.7305728793144226},{"id":"https://openalex.org/C2780400711","wikidata":"https://www.wikidata.org/wiki/Q2008344","display_name":"Percutaneous coronary intervention","level":3,"score":0.7296510934829712},{"id":"https://openalex.org/C2778425758","wikidata":"https://www.wikidata.org/wiki/Q180762","display_name":"Angina","level":3,"score":0.6008870601654053},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5350761413574219},{"id":"https://openalex.org/C2780643987","wikidata":"https://www.wikidata.org/wiki/Q468414","display_name":"Angiography","level":2,"score":0.5108973383903503},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4978759288787842},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4534676969051361},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.4096822142601013}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","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":"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":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017023","descriptor_name":"Coronary Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017023","descriptor_name":"Coronary Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017023","descriptor_name":"Coronary Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017023","descriptor_name":"Coronary Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017023","descriptor_name":"Coronary Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D054059","descriptor_name":"Coronary Occlusion","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D062645","descriptor_name":"Percutaneous Coronary Intervention","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D062645","descriptor_name":"Percutaneous Coronary Intervention","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D062645","descriptor_name":"Percutaneous Coronary Intervention","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D062645","descriptor_name":"Percutaneous Coronary Intervention","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D062645","descriptor_name":"Percutaneous Coronary Intervention","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10340539","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340539","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 &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083048","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083048","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}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2031015898","https://openalex.org/W2101016664","https://openalex.org/W2182015005","https://openalex.org/W2194775991","https://openalex.org/W2547498957","https://openalex.org/W2792760202","https://openalex.org/W2801132219","https://openalex.org/W2810963122","https://openalex.org/W2884246398","https://openalex.org/W2899799505","https://openalex.org/W2969229961","https://openalex.org/W3004577623","https://openalex.org/W3034777994","https://openalex.org/W3088993362","https://openalex.org/W3100645411","https://openalex.org/W4221016629"],"related_works":["https://openalex.org/W2783920022","https://openalex.org/W635123040","https://openalex.org/W4322758769","https://openalex.org/W2030705936","https://openalex.org/W3033506111","https://openalex.org/W2057397510","https://openalex.org/W2408823415","https://openalex.org/W2791308852","https://openalex.org/W2136259857","https://openalex.org/W2323485110"],"abstract_inverted_index":{"Revascularization":[0],"of":[1,9,22,29,67,94,97,102,107,131,157,237,241,247,253,285],"chronic":[2,141,248],"total":[3,142],"occlusions":[4],"(CTO)":[5,144],"is":[6,57,110,164,215],"currently":[7],"one":[8],"the":[10,20,36,51,129,155,172,223,226,233,239,242,245,260,266,274,282],"most":[11],"complex":[12],"procedures":[13],"in":[14,91,146,198,225,235,273],"percutaneous":[15,71,278],"coronary":[16,55,148,183,279,286],"intervention":[17,56],"(PCI),":[18],"requiring":[19],"use":[21],"specific":[23],"devices":[24],"and":[25,77,121,154,201,230,269],"a":[26,64,78,114,132,137,140,168,177,218,254],"high":[27],"level":[28],"experience":[30],"to":[31,53,88,111,166,216,221,228,231],"obtain":[32],"good":[33],"results.":[34],"Once":[35],"clinical":[37],"indication":[38],"for":[39,136,244,277],"extensive":[40],"ischemia":[41],"or":[42,100],"angina":[43],"uncontrolled":[44],"with":[45,123,139,181],"medical":[46,169],"treatment":[47,275],"has":[48,63,85],"been":[49,86],"established,":[50],"decision":[52,227,276],"perform":[54,167],"not":[58],"simple,":[59],"since":[60,189],"this":[61,108],"procedure":[62,135,152],"higher":[65,73],"rate":[66,284],"complications":[68],"than":[69,171],"non-PCI":[70],"intervention,":[72,280],"ionizing":[74],"radiation":[75],"doses":[76],"lower":[79],"success":[80,153,240,283],"rate.":[81],"However,":[82],"CTO":[83,185],"revascularization":[84,134,246],"shown":[87],"be":[89,187],"helpful":[90],"symptomatic":[92],"improvement":[93,101],"angina,":[95],"reduction":[96],"ischemic":[98],"burden,":[99],"ejection":[103],"fraction.":[104],"The":[105,251],"aim":[106],"work":[109],"determine":[112],"whether":[113],"model":[115,220,257],"developed":[116],"using":[117],"deep":[118,255],"learning":[119,256],"techniques,":[120],"trained":[122],"angiography":[124,261],"images,":[125],"can":[126],"better":[127],"predict":[128],"likelihood":[130],"successful":[133],"patient":[138],"occlusion":[143],"lesion":[145],"their":[147],"artery":[149,184],"(measured":[150],"as":[151],"duration":[156],"time":[158],"during":[159],"which":[160],"X-ray":[161],"imaging":[162],"technology":[163],"used":[165],"procedure)":[170],"scales":[173],"traditionally":[174],"used.":[175],"As":[176],"preliminary":[178],"approach,":[179],"patients":[180,200],"right":[182],"will":[186],"included":[188],"they":[190],"present":[191,202],"standard":[192,268],"angiographic":[193],"projections":[194],"that":[195],"are":[196],"performed":[197],"all":[199],"less":[203],"technical":[204],"variability":[205],"(duration,":[206],"projection":[207],"angle,":[208],"image":[209],"similarity)":[210],"among":[211],"them.The":[212],"ultimate":[213],"objective":[214],"develop":[217],"predictive":[219],"help":[222,270],"clinician":[224],"intervene":[229],"analyze":[232],"performance":[234],"terms":[236],"predicting":[238],"technique":[243],"occlusions.Clinical":[249],"Relevance-":[250],"development":[252],"based":[258],"on":[259],"images":[262],"could":[263],"potentially":[264],"overcome":[265],"gold":[267],"interventional":[271],"cardiologists":[272],"maximizing":[281],"intervention.":[287]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
