{"id":"https://openalex.org/W4403089468","doi":"https://doi.org/10.1007/978-3-031-72086-4_63","title":"TabMixer: Noninvasive Estimation of\u00a0the\u00a0Mean Pulmonary Artery Pressure via\u00a0Imaging and\u00a0Tabular Data Mixing","display_name":"TabMixer: Noninvasive Estimation of\u00a0the\u00a0Mean Pulmonary Artery Pressure via\u00a0Imaging and\u00a0Tabular Data Mixing","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403089468","doi":"https://doi.org/10.1007/978-3-031-72086-4_63"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-72086-4_63","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-72086-4_63","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-72086-4_63","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053661052","display_name":"Michal K. Grzeszczyk","orcid":"https://orcid.org/0000-0002-5304-1020"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Michal K. Grzeszczyk","raw_affiliation_strings":["Sano Centre for Computational Medicine, Cracow, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sano Centre for Computational Medicine, Cracow, Poland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016370968","display_name":"Przemys\u0142aw Korzeniowski","orcid":"https://orcid.org/0000-0001-5391-1295"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Przemys\u0142aw Korzeniowski","raw_affiliation_strings":["Sano Centre for Computational Medicine, Cracow, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sano Centre for Computational Medicine, Cracow, Poland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083160550","display_name":"Samer Alabed","orcid":"https://orcid.org/0000-0002-9960-7587"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Samer Alabed","raw_affiliation_strings":["University of Sheffield, Sheffield, England"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield, Sheffield, England","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031891009","display_name":"Andrew J. Swift","orcid":"https://orcid.org/0000-0002-8772-409X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew J. Swift","raw_affiliation_strings":["University of Sheffield, Sheffield, England"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sheffield, Sheffield, England","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070627781","display_name":"T. P. Trzcinski","orcid":"https://orcid.org/0000-0002-1486-8906"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Tomasz Trzci\u0144ski","raw_affiliation_strings":["IDEAS NCBR, Warsaw, Poland","Tooploox, Wroclaw, Poland","Warsaw University of Technology, Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDEAS NCBR, Warsaw, Poland","institution_ids":[]},{"raw_affiliation_string":"Tooploox, Wroclaw, Poland","institution_ids":[]},{"raw_affiliation_string":"Warsaw University of Technology, Warsaw, Poland","institution_ids":["https://openalex.org/I108403487"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080126237","display_name":"Arkadiusz Sitek","orcid":"https://orcid.org/0000-0002-0677-4002"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arkadiusz Sitek","raw_affiliation_strings":["Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5053661052"],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":12.5971,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.98305085,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"670","last_page":"680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10728","display_name":"Pulmonary Hypertension Research and Treatments","score":0.9901999831199646,"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"}},"topics":[{"id":"https://openalex.org/T10728","display_name":"Pulmonary Hypertension Research and Treatments","score":0.9901999831199646,"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/T10322","display_name":"Respiratory Support and Mechanisms","score":0.989799976348877,"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/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9836999773979187,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6585965156555176},{"id":"https://openalex.org/keywords/mixing","display_name":"Mixing (physics)","score":0.6207422018051147},{"id":"https://openalex.org/keywords/pulmonary-artery","display_name":"Pulmonary artery","score":0.5313794016838074},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.2547506093978882},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14139723777770996},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0680946409702301}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585965156555176},{"id":"https://openalex.org/C138777275","wikidata":"https://www.wikidata.org/wiki/Q6884054","display_name":"Mixing (physics)","level":2,"score":0.6207422018051147},{"id":"https://openalex.org/C2780940725","wikidata":"https://www.wikidata.org/wiki/Q206280","display_name":"Pulmonary artery","level":2,"score":0.5313794016838074},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.2547506093978882},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14139723777770996},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0680946409702301},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-72086-4_63","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-72086-4_63","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-72086-4_63","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-72086-4_63","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W2136245768","https://openalex.org/W2295598076","https://openalex.org/W2335941397","https://openalex.org/W2760103357","https://openalex.org/W2963155035","https://openalex.org/W2963524571","https://openalex.org/W2982136515","https://openalex.org/W2982802031","https://openalex.org/W2990138404","https://openalex.org/W3088178937","https://openalex.org/W3091459859","https://openalex.org/W3163465952","https://openalex.org/W3182134864","https://openalex.org/W3210070020","https://openalex.org/W3216660278","https://openalex.org/W4214612132","https://openalex.org/W4282835526","https://openalex.org/W4285260058","https://openalex.org/W4292810094","https://openalex.org/W4312560592","https://openalex.org/W4312820606","https://openalex.org/W4312824294","https://openalex.org/W4387211570","https://openalex.org/W6600574797","https://openalex.org/W6795140394"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Right":[0],"Heart":[1],"Catheterization":[2],"is":[3,20],"a":[4,83,184],"gold":[5],"standard":[6],"procedure":[7],"for":[8,30,58,123,147,176,187],"diagnosing":[9],"Pulmonary":[10,15,180],"Hypertension":[11],"by":[12,76,179],"measuring":[13],"mean":[14],"Artery":[16],"Pressure":[17],"(mPAP).":[18],"It":[19],"invasive,":[21],"costly,":[22],"time-consuming":[23],"and":[24,72,91,97,126,138,149],"carries":[25],"risks.":[26],"In":[27],"this":[28,59],"paper,":[29],"the":[31,36,50,67,87,103,131,155,172],"first":[32,104],"time,":[33],"we":[34,61,80,101],"explore":[35],"estimation":[37,125],"of":[38,42,53,69,89,133,174],"mPAP":[39,124,167],"from":[40],"videos":[41],"noninvasive":[43,166],"Cardiac":[44],"Magnetic":[45],"Resonance":[46],"Imaging.":[47],"To":[48],"enhance":[49],"predictive":[51],"capabilities":[52],"Deep":[54],"Learning":[55],"models":[56],"used":[57],"task,":[60],"introduce":[62],"an":[63],"additional":[64],"modality":[65],"in":[66,117,165],"form":[68],"demographic":[70],"features":[71,116],"clinical":[73,159],"measurements.":[74],"Inspired":[75],"all-Multilayer":[77],"Perceptron":[78],"architectures,":[79],"present":[81,102],"TabMixer,":[82],"novel":[84],"module":[85],"enabling":[86],"integration":[88],"imaging":[90,115,148],"tabular":[92,112,150],"data":[93],"through":[94],"spatial,":[95],"temporal":[96],"channel":[98],"mixing.":[99],"Specifically,":[100],"approach":[105,153],"that":[106,128],"utilizes":[107],"Multilayer":[108],"Perceptrons":[109],"to":[110,157],"interchange":[111],"information":[113],"with":[114,144],"vision":[118],"models.":[119],"We":[120,182],"test":[121],"TabMixer":[122,189],"show":[127],"it":[129],"enhances":[130],"performance":[132],"Convolutional":[134],"Neural":[135],"Networks,":[136],"3D-MLP":[137],"Vision":[139],"Transformers":[140],"while":[141],"being":[142],"competitive":[143],"previous":[145],"modules":[146],"data.":[151],"Our":[152],"has":[154],"potential":[156],"improve":[158],"processes":[160],"involving":[161],"both":[162],"modalities,":[163],"particularly":[164],"estimation,":[168],"thus,":[169],"significantly":[170],"enhancing":[171],"quality":[173],"life":[175],"individuals":[177],"affected":[178],"Hypertension.":[181],"provide":[183],"source":[185],"code":[186],"using":[188],"at":[190],"https://github.com/SanoScience/TabMixer":[191],".":[192]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2025-10-10T00:00:00"}