{"id":"https://openalex.org/W4391776351","doi":"https://doi.org/10.1186/s12880-024-01217-4","title":"Automated assessment of cardiac pathologies on cardiac MRI using T1-mapping and late gadolinium phase sensitive inversion recovery sequences with deep learning","display_name":"Automated assessment of cardiac pathologies on cardiac MRI using T1-mapping and late gadolinium phase sensitive inversion recovery sequences with deep learning","publication_year":2024,"publication_date":"2024-02-13","ids":{"openalex":"https://openalex.org/W4391776351","doi":"https://doi.org/10.1186/s12880-024-01217-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/38350900"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-024-01217-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01217-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01217-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01217-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114126770","display_name":"Aleksandra M. Paciorek","orcid":null},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Aleksandra M. Paciorek","raw_affiliation_strings":["Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany. aleksandra.paciorek@tum.de","Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany. aleksandra.paciorek@tum.de","institution_ids":["https://openalex.org/I2802619606"]},{"raw_affiliation_string":"Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074126621","display_name":"Claudio E. von Schacky","orcid":"https://orcid.org/0000-0002-1401-0934"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Claudio E. von Schacky","raw_affiliation_strings":["Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009406749","display_name":"Sarah C. Foreman","orcid":"https://orcid.org/0000-0001-9140-0162"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sarah C. Foreman","raw_affiliation_strings":["Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066118685","display_name":"Felix G. Gassert","orcid":"https://orcid.org/0000-0003-2260-8597"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix G. Gassert","raw_affiliation_strings":["Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038547793","display_name":"Florian T. Gassert","orcid":"https://orcid.org/0000-0003-4126-462X"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian T. Gassert","raw_affiliation_strings":["Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic and Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112890815","display_name":"Jan S. Kirschke","orcid":null},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan S. Kirschke","raw_affiliation_strings":["TUM-Neuroimaging Center, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TUM-Neuroimaging Center, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091776005","display_name":"Karl\u2010Ludwig Laugwitz","orcid":"https://orcid.org/0000-0003-4948-4846"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Karl-Ludwig Laugwitz","raw_affiliation_strings":["Department of Medicine I, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine I, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057419900","display_name":"Tobias Geith","orcid":null},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Geith","raw_affiliation_strings":["Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039606590","display_name":"Martin Hadamitzky","orcid":"https://orcid.org/0000-0001-6267-1692"},"institutions":[{"id":"https://openalex.org/I4210148371","display_name":"Deutsches Herzzentrum M\u00fcnchen","ror":"https://ror.org/04hbwba26","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210148371","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Hadamitzky","raw_affiliation_strings":["Department of Radiology, German Heart Center Munich, Technical University of Munich, Lazarettstra\u00dfe 36, 80636, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Heart Center Munich, Technical University of Munich, Lazarettstra\u00dfe 36, 80636, Munich, Germany","institution_ids":["https://openalex.org/I4210148371","https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083542688","display_name":"Jonathan Nadjiri","orcid":"https://orcid.org/0000-0003-0698-965X"},"institutions":[{"id":"https://openalex.org/I2802619606","display_name":"TUM Klinikum","ror":"https://ror.org/04jc43x05","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Nadjiri","raw_affiliation_strings":["Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional Radiology, School of Medicine & Klinikum rechts der Isar, Technical University of Munich, Ismaninger Str. 22, 81675, Munich, Germany","institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5114126770"],"corresponding_institution_ids":["https://openalex.org/I2802619606","https://openalex.org/I62916508"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":5.1633,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95736768,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"43","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.8640999794006348,"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/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.8640999794006348,"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/T11112","display_name":"Viral Infections and Immunology Research","score":0.019700000062584877,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.013700000010430813,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5570089221000671},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5514418482780457},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5135517120361328},{"id":"https://openalex.org/keywords/cardiac-function-curve","display_name":"Cardiac function curve","score":0.5060390830039978},{"id":"https://openalex.org/keywords/hypertrophic-cardiomyopathy","display_name":"Hypertrophic cardiomyopathy","score":0.44483065605163574},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4383160471916199},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43616044521331787},{"id":"https://openalex.org/keywords/myocardial-infarction","display_name":"Myocardial infarction","score":0.4218530058860779},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40382903814315796},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3744356632232666},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.21171221137046814},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.17233720421791077}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5570089221000671},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5514418482780457},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5135517120361328},{"id":"https://openalex.org/C111566952","wikidata":"https://www.wikidata.org/wiki/Q1303462","display_name":"Cardiac function curve","level":3,"score":0.5060390830039978},{"id":"https://openalex.org/C2780185194","wikidata":"https://www.wikidata.org/wiki/Q1364270","display_name":"Hypertrophic cardiomyopathy","level":2,"score":0.44483065605163574},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4383160471916199},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43616044521331787},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.4218530058860779},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40382903814315796},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3744356632232666},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.21171221137046814},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.17233720421791077}],"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":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005682","descriptor_name":"Gadolinium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005682","descriptor_name":"Gadolinium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005682","descriptor_name":"Gadolinium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005682","descriptor_name":"Gadolinium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005682","descriptor_name":"Gadolinium","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009206","descriptor_name":"Myocardium","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009206","descriptor_name":"Myocardium","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009206","descriptor_name":"Myocardium","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009206","descriptor_name":"Myocardium","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009206","descriptor_name":"Myocardium","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D010496","descriptor_name":"Pericardium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010496","descriptor_name":"Pericardium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010496","descriptor_name":"Pericardium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010496","descriptor_name":"Pericardium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010496","descriptor_name":"Pericardium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12880-024-01217-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01217-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01217-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:38350900","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38350900","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10865672","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10865672","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10865672/pdf/12880_2024_Article_1217.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:a5ad92af55354f5f974c629581339eff","is_oa":false,"landing_page_url":"https://doaj.org/article/a5ad92af55354f5f974c629581339eff","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 24, Iss 1, Pp 1-13 (2024)","raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1736793","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1736793","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"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":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-024-01217-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01217-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01217-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.5299999713897705,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323383","display_name":"Technische Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/02kkvpp62"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391776351.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2109917263","https://openalex.org/W2151740809","https://openalex.org/W2467085097","https://openalex.org/W2473620344","https://openalex.org/W2554521173","https://openalex.org/W2581082771","https://openalex.org/W2763651817","https://openalex.org/W2788633781","https://openalex.org/W2789621124","https://openalex.org/W2887280559","https://openalex.org/W2900954917","https://openalex.org/W2919115771","https://openalex.org/W2921335396","https://openalex.org/W2942777796","https://openalex.org/W2947133465","https://openalex.org/W2963446712","https://openalex.org/W2963692720","https://openalex.org/W2964296630","https://openalex.org/W2964317695","https://openalex.org/W3001400598","https://openalex.org/W3006436762","https://openalex.org/W3028888095","https://openalex.org/W3098350627","https://openalex.org/W3105282616","https://openalex.org/W3107285727","https://openalex.org/W3112773393","https://openalex.org/W3121083384","https://openalex.org/W3186763046","https://openalex.org/W3187656453","https://openalex.org/W3217175859","https://openalex.org/W4206703572","https://openalex.org/W4220911960","https://openalex.org/W4229453748","https://openalex.org/W4280488524","https://openalex.org/W4295312788"],"related_works":["https://openalex.org/W2006176619","https://openalex.org/W2373861710","https://openalex.org/W2220108563","https://openalex.org/W2022471030","https://openalex.org/W2111776020","https://openalex.org/W3031520143","https://openalex.org/W2328359336","https://openalex.org/W2571590689","https://openalex.org/W2389598710","https://openalex.org/W3000197790"],"abstract_inverted_index":{"BACKGROUND:":[0],"A":[1],"deep":[2],"learning":[3,132],"(DL)":[4],"model":[5,24,149,176,204],"that":[6,201],"automatically":[7],"detects":[8],"cardiac":[9,12,27,30,53,211,227,230],"pathologies":[10,28,228],"on":[11,29,100,153,156,188,196,208,229],"MRI":[13,31],"may":[14],"help":[15],"streamline":[16],"the":[17,126,157,166,170,202],"diagnostic":[18,234],"workflow.":[19],"To":[20],"develop":[21],"a":[22,130,178,249],"DL":[23,96,135,171,175,203,220],"to":[25,224],"detect":[26,226],"T1-mapping":[32,81,197],"and":[33,60,67,82,92,105,109,116,181,186,191,194,210,252],"late":[34],"gadolinium":[35],"phase":[36],"sensitive":[37],"inversion":[38],"recovery":[39],"(PSIR)":[40],"sequences":[41,139],"were":[42,49,86,98,140,222],"used.":[43],"METHODS:":[44],"Subjects":[45,85],"in":[46],"this":[47],"study":[48],"either":[50],"diagnosed":[51],"with":[52,113,129],"pathology":[54,212],"(n":[55,74],"=":[56,75],"137)":[57],"including":[58],"acute":[59],"chronic":[61],"myocardial":[62],"infarction,":[63],"myocarditis,":[64],"dilated":[65],"cardiomyopathy,":[66],"hypertrophic":[68],"cardiomyopathy":[69],"or":[70],"classified":[71],"as":[72,125],"normal":[73],"63).":[76],"Cardiac":[77],"MR":[78,215,231],"imaging":[79],"included":[80],"PSIR":[83,189],"sequences.":[84],"split":[87],"65/15/20%":[88],"for":[89,137],"training,":[90],"validation,":[91],"hold-out":[93],"testing.":[94],"The":[95,147,174,218,233],"models":[97,136,221],"based":[99,152],"an":[101],"ImageNet":[102],"pretrained":[103],"DenseNet-161":[104],"implemented":[106],"using":[107,143],"PyTorch":[108],"fastai.":[110],"Data":[111],"augmentation":[112],"random":[114],"rotation":[115],"mixup":[117],"was":[118,123,150],"applied.":[119],"Categorical":[120],"cross":[121],"entropy":[122],"used":[124],"loss":[127],"function":[128],"cyclic":[131],"rate":[133],"(1e-3).":[134],"both":[138],"developed":[141,219],"separately":[142],"similar":[144],"training":[145],"parameters.":[146],"final":[148],"chosen":[151],"its":[154,206],"performance":[155,235],"validation":[158],"set.":[159],"Gradient-weighted":[160],"class":[161],"activation":[162],"maps":[163],"(Grad-CAMs)":[164],"visualized":[165],"decision-making":[167],"process":[168],"of":[169,183,236,242],"model.":[172],"RESULTS:":[173],"achieved":[177],"sensitivity,":[179],"specificity,":[180],"accuracy":[182],"100%,":[184],"38%,":[185],"88%":[187],"images":[190],"78%,":[192],"54%,":[193],"70%":[195],"images.":[198,216,232],"Grad-CAMs":[199],"demonstrated":[200],"focused":[205],"attention":[207],"myocardium":[209],"when":[213],"evaluating":[214],"CONCLUSIONS:":[217],"able":[223],"reliably":[225],"T1":[237],"mapping":[238],"alone":[239],"is":[240],"particularly":[241],"note":[243],"since":[244],"it":[245],"does":[246],"not":[247],"require":[248],"contrast":[250],"agent":[251],"can":[253],"be":[254],"acquired":[255],"quickly.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
