{"id":"https://openalex.org/W4415624901","doi":"https://doi.org/10.1109/rtsi64020.2025.11212365","title":"Automatic Diagnostic of Amyloidosis, Hypertensive Cardiomyopathy, and Hypertrophic Cardiomyopathy by Means of Convolutional Neural Networks on Cardiac MRI","display_name":"Automatic Diagnostic of Amyloidosis, Hypertensive Cardiomyopathy, and Hypertrophic Cardiomyopathy by Means of Convolutional Neural Networks on Cardiac MRI","publication_year":2025,"publication_date":"2025-08-24","ids":{"openalex":"https://openalex.org/W4415624901","doi":"https://doi.org/10.1109/rtsi64020.2025.11212365"},"language":null,"primary_location":{"id":"doi:10.1109/rtsi64020.2025.11212365","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rtsi64020.2025.11212365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 9th Forum on Research and Technologies for Society and Industry (RTSI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Constanza Andi\u00f3n","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Constanza Andi\u00f3n","raw_affiliation_strings":["Universitat Politècnica de València,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Politècnica de València,Valencia,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051364438","display_name":"Llu\u00efsa Mir\u00f3","orcid":"https://orcid.org/0000-0002-7747-5149"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Laura Mir\u00f3","raw_affiliation_strings":["Universitat Politècnica de València,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Politècnica de València,Valencia,Spain","institution_ids":[]}]},{"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":["Lincbiotech, S.L.,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lincbiotech, S.L.,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102903018","display_name":"Jos\u00e9 V. Monmeneu","orcid":"https://orcid.org/0000-0002-5547-2828"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Vicente Monmeneu","raw_affiliation_strings":["ASCIRES Biomedical Group,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ASCIRES Biomedical Group,Valencia,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052220497","display_name":"Mar\u00eda P. L\u00f3pez\u2010Lereu","orcid":"https://orcid.org/0000-0002-5485-1869"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mar\u00eda Pilar L\u00f3pez-Lereu","raw_affiliation_strings":["ASCIRES Biomedical Group,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ASCIRES Biomedical Group,Valencia,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000966223","display_name":"Ana Vall\u00e9s\u2010Lluch","orcid":"https://orcid.org/0000-0002-7896-8666"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ana Vall\u00e9s-Lluch","raw_affiliation_strings":["Universitat Politècnica de València,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Politècnica de València,Valencia,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071435379","display_name":"Jos\u00e9 Manuel Santab\u00e1rbara","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Manuel Santab\u00e1rbara","raw_affiliation_strings":["ASCIRES Biomedical Group,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ASCIRES Biomedical Group,Valencia,Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073327128","display_name":"Alicia M. Maceira","orcid":"https://orcid.org/0000-0001-5486-4232"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alicia M. Maceira","raw_affiliation_strings":["ASCIRES Biomedical Group,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ASCIRES Biomedical Group,Valencia,Spain","institution_ids":[]}]},{"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 Politècnica de València,Valencia,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Politècnica de València,Valencia,Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2384135,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"164","last_page":"167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11305","display_name":"Amyloidosis: Diagnosis, Treatment, Outcomes","score":0.8482000231742859,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11305","display_name":"Amyloidosis: Diagnosis, Treatment, Outcomes","score":0.8482000231742859,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.017100000753998756,"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/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.016899999231100082,"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/hypertrophic-cardiomyopathy","display_name":"Hypertrophic cardiomyopathy","score":0.8202999830245972},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.630299985408783},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5139999985694885},{"id":"https://openalex.org/keywords/thickening","display_name":"Thickening","score":0.4368000030517578},{"id":"https://openalex.org/keywords/sudden-cardiac-death","display_name":"Sudden cardiac death","score":0.41179999709129333},{"id":"https://openalex.org/keywords/cardiac-amyloidosis","display_name":"Cardiac amyloidosis","score":0.3605000078678131},{"id":"https://openalex.org/keywords/cardiac-magnetic-resonance","display_name":"Cardiac magnetic resonance","score":0.35030001401901245},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.33880001306533813}],"concepts":[{"id":"https://openalex.org/C2780185194","wikidata":"https://www.wikidata.org/wiki/Q1364270","display_name":"Hypertrophic cardiomyopathy","level":2,"score":0.8202999830245972},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7351999878883362},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.630299985408783},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5139999985694885},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.4943000078201294},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.450300008058548},{"id":"https://openalex.org/C2779559920","wikidata":"https://www.wikidata.org/wiki/Q911138","display_name":"Thickening","level":2,"score":0.4368000030517578},{"id":"https://openalex.org/C2775935837","wikidata":"https://www.wikidata.org/wiki/Q202837","display_name":"Sudden cardiac death","level":2,"score":0.41179999709129333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40450000762939453},{"id":"https://openalex.org/C2777607188","wikidata":"https://www.wikidata.org/wiki/Q5038315","display_name":"Cardiac amyloidosis","level":3,"score":0.3605000078678131},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3506999909877777},{"id":"https://openalex.org/C2987145844","wikidata":"https://www.wikidata.org/wiki/Q5038325","display_name":"Cardiac magnetic resonance","level":3,"score":0.35030001401901245},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.33880001306533813},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33090001344680786},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.31779998540878296},{"id":"https://openalex.org/C2776008845","wikidata":"https://www.wikidata.org/wiki/Q5038325","display_name":"Cardiac magnetic resonance imaging","level":3,"score":0.2996000051498413},{"id":"https://openalex.org/C3019060180","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automated method","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C2776002628","wikidata":"https://www.wikidata.org/wiki/Q1628627","display_name":"Left ventricular hypertrophy","level":3,"score":0.26660001277923584},{"id":"https://openalex.org/C2778797674","wikidata":"https://www.wikidata.org/wiki/Q847583","display_name":"Cardiomyopathy","level":3,"score":0.26339998841285706},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rtsi64020.2025.11212365","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rtsi64020.2025.11212365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 9th Forum on Research and Technologies for Society and Industry (RTSI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1908289777","https://openalex.org/W1983692570","https://openalex.org/W2545359262","https://openalex.org/W2592929672","https://openalex.org/W2809598685","https://openalex.org/W2978457402","https://openalex.org/W3008071995","https://openalex.org/W3083567517","https://openalex.org/W3180752394","https://openalex.org/W4255933180"],"related_works":[],"abstract_inverted_index":{"Cardiovascular":[0],"diseases":[1],"are":[2,93],"the":[3,34,55,96,107,135,149],"leading":[4],"cause":[5],"of":[6,36,54,83,109,111,119,147,163],"death":[7],"worldwide.":[8],"Cardiac":[9],"magnetic":[10],"Resonance":[11],"(CMR)":[12],"imaging":[13],"is":[14,104,122,140],"presented":[15],"as":[16],"a":[17,30,46,52,71,116,144],"remarkably":[18],"valuable":[19],"tool":[20],"for":[21,33,78],"non-invasively":[22],"diagnosing":[23],"heart":[24],"diseases.In":[25],"this":[26,66,120,125],"paper":[27],"we":[28,68],"develop":[29],"classification":[31],"method":[32],"diagnosis":[35,61],"amyloidosis,":[37,153],"and":[38,40,62,124,156],"hypertensive":[39,154],"hypertrophic":[41,157],"cardiomyopathy.":[42],"These":[43],"pathologies":[44,80],"have":[45,69],"similar":[47],"clinical":[48],"presentation,":[49],"characterized":[50],"by":[51,81],"thickening":[53],"ventricular":[56],"walls,":[57],"thus":[58],"making":[59],"their":[60],"differentiation":[63],"difficult.":[64],"In":[65,88],"work":[67],"developed":[70],"CMR":[72],"image-based":[73],"automatic":[74],"diagnostic":[75],"assistance":[76],"system":[77],"these":[79],"means":[82],"convolutional":[84],"neuronal":[85],"networks":[86],"(CNN).":[87],"addition,":[89],"Data":[90],"Augmentation":[91],"techniques":[92],"applied":[94],"in":[95,106],"training":[97],"process":[98],"to":[99,128,142],"generate":[100],"more":[101],"data,":[102],"which":[103],"important":[105],"case":[108],"images":[110],"patients":[112],"with":[113,159],"amyloidosis":[114],"since":[115],"small":[117],"number":[118],"data":[121],"available":[123],"could":[126],"lead":[127],"inaccurate":[129],"predictions.It":[130],"can":[131],"be":[132],"concluded":[133],"from":[134],"obtained":[136],"results":[137],"that":[138],"it":[139],"possible":[141],"obtain":[143],"model":[145],"capable":[146],"distinguishing":[148],"four":[150],"classes":[151],"(control,":[152],"cardiomyopathy,":[155],"cardiomyopathy)":[158],"an":[160],"AUC":[161],"ROC":[162],"0.9.":[164]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-28T00:00:00"}