{"id":"https://openalex.org/W7208739008","doi":"https://doi.org/10.64898/2026.09.01.26360987","title":"Reconstructing synthetic hearts from ECG using flow matching","display_name":"Reconstructing synthetic hearts from ECG using flow matching","publication_year":2026,"publication_date":"2026-09-04","ids":{"openalex":"https://openalex.org/W7208739008","doi":"https://doi.org/10.64898/2026.09.01.26360987"},"language":"en","primary_location":{"id":"doi:10.64898/2026.09.01.26360987","doi":"https://doi.org/10.64898/2026.09.01.26360987","is_oa":true,"landing_page_url":"https://doi.org/10.64898/2026.09.01.26360987","pdf_url":"https://www.medrxiv.org/content/medrxiv/early/2026/09/04/2026.09.01.26360987.full.pdf","source":{"id":"https://openalex.org/S3005729997","display_name":"medRxiv","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310315909"],"host_organization_lineage_names":["Cold Spring Harbor Laboratory Press"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"medRxiv","raw_type":"posted-content"},"volume":null,"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.medrxiv.org/content/medrxiv/early/2026/09/04/2026.09.01.26360987.full.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100586108","display_name":"Jin Zheng","orcid":"https://orcid.org/0000-0003-1507-2544","observed_orcids":["https://orcid.org/0000-0003-1507-2544"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jin Zheng","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-1507-2544","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021654620","display_name":"Soodeh Kalaie","orcid":"https://orcid.org/0000-0002-7189-860X","observed_orcids":["https://orcid.org/0000-0002-7189-860X"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Soodeh Kalaie","raw_affiliation_strings":["Department of Brain Sciences, Imperial College London, London, UK","MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-7189-860X","affiliations":[{"raw_affiliation_string":"Department of Brain Sciences, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068936425","display_name":"Qiang Ma","orcid":"https://orcid.org/0000-0003-0791-1731","observed_orcids":["https://orcid.org/0000-0003-0791-1731"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qiang Ma","raw_affiliation_strings":["Department of Brain Sciences, Imperial College London, London, UK","Department of Computing, Imperial College London, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-0791-1731","affiliations":[{"raw_affiliation_string":"Department of Brain Sciences, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computing, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000546677","display_name":"Qingjie Meng","orcid":"https://orcid.org/0000-0001-8728-4007","observed_orcids":["https://orcid.org/0000-0001-8728-4007"]},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qingjie Meng","raw_affiliation_strings":["School of Computer Science, University of Birmingham, Birmingham, UK"],"raw_orcid":"https://orcid.org/0000-0001-8728-4007","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Birmingham, Birmingham, UK","institution_ids":["https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045425207","display_name":"Khaled Waleed Younis Rjoob","orcid":"https://orcid.org/0000-0002-7598-2323","observed_orcids":["https://orcid.org/0000-0002-7598-2323","https://orcid.org/0000-0003-1540-0376"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Khaled Rjoob","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-7598-2323","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065062675","display_name":"Parisa Gifani","orcid":"https://orcid.org/0000-0001-7714-6110","observed_orcids":["https://orcid.org/0000-0001-7714-6110"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Parisa Gifani","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0001-7714-6110","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5150017314","display_name":"Lei Hu","orcid":"https://orcid.org/0009-0001-7273-6637","observed_orcids":["https://orcid.org/0009-0001-7273-6637"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lei Hu","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0009-0001-7273-6637","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083056495","display_name":"Nigar Babazade","orcid":"https://orcid.org/0000-0003-4656-4402","observed_orcids":["https://orcid.org/0000-0003-4656-4402"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nigar Babazade","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-4656-4402","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007253185","display_name":"Mattia Corian\u00f2","orcid":"https://orcid.org/0000-0002-4583-280X","observed_orcids":["https://orcid.org/0000-0002-4583-280X"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mattia Corian\u00f2","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-4583-280X","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100781868","display_name":"Wei Zhong","orcid":"https://orcid.org/0000-0001-9823-9500","observed_orcids":["https://orcid.org/0000-0001-9823-9500","https://orcid.org/0009-0007-4364-0090"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wei Zhong","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","National Heart and Lung Institute, Imperial College London, London, UK"],"raw_orcid":"https://orcid.org/0009-0007-4364-0090","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008939899","display_name":"Majid Vafaeezadeh","orcid":"https://orcid.org/0000-0002-0172-7784","observed_orcids":["https://orcid.org/0000-0002-0172-7784"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Majid Vafaeezadeh","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-0172-7784","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114624021","display_name":"Shamin Tahasildar","orcid":"https://orcid.org/0009-0000-1463-9997","observed_orcids":["https://orcid.org/0009-0000-1463-9997"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shamin Tahasildar","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0009-0000-1463-9997","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073558951","display_name":"Nirmal Vadgama","orcid":"https://orcid.org/0000-0001-6226-3867","observed_orcids":["https://orcid.org/0000-0001-6226-3867"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nirmal Vadgama","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0001-6226-3867","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099584267","display_name":"Deva S Senevirathne","orcid":"https://orcid.org/0009-0008-8010-856X","observed_orcids":["https://orcid.org/0009-0008-8010-856X"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Deva S Senevirathne","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0009-0008-8010-856X","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086533541","display_name":"Ainkaran Santhirasekaram","orcid":"https://orcid.org/0009-0006-2164-4237","observed_orcids":["https://orcid.org/0009-0006-2164-4237"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ainkaran Santhirasekaram","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0009-0006-2164-4237","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081314217","display_name":"Kathryn A. McGurk","orcid":"https://orcid.org/0000-0002-5445-6906","observed_orcids":["https://orcid.org/0000-0002-5445-6906"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kathryn A McGurk","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","National Heart and Lung Institute, Imperial College London, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-5445-6906","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068739980","display_name":"Lara Curran","orcid":"https://orcid.org/0000-0003-1260-3741","observed_orcids":["https://orcid.org/0000-0003-1260-3741"]},"institutions":[{"id":"https://openalex.org/I200166805","display_name":"Guy's and St Thomas' NHS Foundation Trust","ror":"https://ror.org/00j161312","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I200166805"]},{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I2802782613","display_name":"Harefield Hospital","ror":"https://ror.org/04fwa4t58","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2800036501","https://openalex.org/I2802782613"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lara Curran","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","National Heart and Lung Institute, Imperial College London, London, UK","Royal Brompton and Harefield Hospitals, Guy\u2019s and St. Thomas\u2019 NHS Foundation Trust, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-1260-3741","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Heart and Lung Institute, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Royal Brompton and Harefield Hospitals, Guy\u2019s and St. Thomas\u2019 NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I200166805","https://openalex.org/I2802782613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5150014567","display_name":"Ying He","orcid":"https://orcid.org/0009-0006-4707-7891","observed_orcids":["https://orcid.org/0009-0006-4707-7891"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ying He","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0009-0006-4707-7891","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048818778","display_name":"Long Chen","orcid":"https://orcid.org/0000-0001-8552-859X","observed_orcids":["https://orcid.org/0000-0001-8552-859X","https://orcid.org/0009-0008-6560-9307"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0001-8552-859X","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050156091","display_name":"Yuanhan Mo","orcid":"https://orcid.org/0000-0001-7191-8896","observed_orcids":["https://orcid.org/0000-0001-7191-8896"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yuanhan Mo","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0001-7191-8896","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139010384","display_name":"Ling Huang","orcid":"https://orcid.org/0000-0003-1562-1371","observed_orcids":["https://orcid.org/0000-0003-1562-1371"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ling Huang","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-1562-1371","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042310701","display_name":"Mengyun Qiao","orcid":"https://orcid.org/0000-0002-5157-1079","observed_orcids":["https://orcid.org/0000-0002-5157-1079"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mengyun Qiao","raw_affiliation_strings":["Department of Mechanical Engineering, University College London, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-5157-1079","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060511746","display_name":"Yuan Huang","orcid":"https://orcid.org/0000-0002-2044-099X","observed_orcids":["https://orcid.org/0000-0002-2044-099X"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yuan Huang","raw_affiliation_strings":["Department of Applied Mathematics and Theoretical Physics, University of Cambridge, UK","Victor Phillip Dahdaleh Heart and Lung Research Institute, University of Cambridge, UK"],"raw_orcid":"https://orcid.org/0000-0002-2044-099X","affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics and Theoretical Physics, University of Cambridge, UK","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Victor Phillip Dahdaleh Heart and Lung Research Institute, University of Cambridge, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059823739","display_name":"Wenjia Bai","orcid":"https://orcid.org/0000-0003-2943-7698","observed_orcids":["https://orcid.org/0000-0003-2943-7698"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wenjia Bai","raw_affiliation_strings":["Department of Brain Sciences, Imperial College London, London, UK","Department of Computing, Imperial College London, London, UK"],"raw_orcid":"https://orcid.org/0000-0003-2943-7698","affiliations":[{"raw_affiliation_string":"Department of Brain Sciences, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computing, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068696789","display_name":"Declan P. O\u2019Regan","orcid":"https://orcid.org/0000-0002-0691-0270","observed_orcids":["https://orcid.org/0000-0002-0691-0270"]},"institutions":[{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Declan P O\u2019Regan","raw_affiliation_strings":["MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-0691-0270","affiliations":[{"raw_affiliation_string":"MRC Laboratory of Medical Sciences, Imperial College London, Hammersmith Hospital Campus, London, UK","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5068696789"],"corresponding_institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.8618000149726868,"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"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.8618000149726868,"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":0.027799999341368675,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.027000000700354576,"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/electrocardiography","display_name":"electrocardiogram","score":0.8510000109672546},{"id":"https://openalex.org/keywords/cardiac-geometry","display_name":"cardiac geometry","score":0.7620000243186951},{"id":"https://openalex.org/keywords/flow-matching","display_name":"flow matching","score":0.8500000238418579},{"id":"https://openalex.org/keywords/cardiac-imaging","display_name":"cardiac imaging","score":0.41100001335144043},{"id":"https://openalex.org/keywords/structural-heart-disease","display_name":"structural heart disease","score":0.6790000200271606},{"id":"https://openalex.org/keywords/regional-myocardial-function","display_name":"regional myocardial function","score":0.5849999785423279},{"id":"https://openalex.org/keywords/generative-probabilistic-models","display_name":"probabilistic generative models","score":0.5569999814033508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6462000012397766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6401000022888184},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.558899998664856},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5286999940872192},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5246999859809875},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.49779999256134033},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41620001196861267},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.41179999709129333},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.39629998803138733},{"id":"https://openalex.org/C2778921608","wikidata":"https://www.wikidata.org/wiki/Q2002035","display_name":"Ventricle","level":2,"score":0.3935999870300293},{"id":"https://openalex.org/C2776127602","wikidata":"https://www.wikidata.org/wiki/Q5038319","display_name":"Cardiac imaging","level":2,"score":0.35920000076293945},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.3569999933242798},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.34929999709129333},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.33149999380111694},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29280000925064087},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.289900004863739},{"id":"https://openalex.org/C99398487","wikidata":"https://www.wikidata.org/wiki/Q257319","display_name":"Cardiac cycle","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C189119545","wikidata":"https://www.wikidata.org/wiki/Q5128022","display_name":"Probabilistic classification","level":4,"score":0.25999999046325684},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.64898/2026.09.01.26360987","doi":"https://doi.org/10.64898/2026.09.01.26360987","is_oa":true,"landing_page_url":"https://doi.org/10.64898/2026.09.01.26360987","pdf_url":"https://www.medrxiv.org/content/medrxiv/early/2026/09/04/2026.09.01.26360987.full.pdf","source":{"id":"https://openalex.org/S3005729997","display_name":"medRxiv","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310315909"],"host_organization_lineage_names":["Cold Spring Harbor Laboratory Press"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"medRxiv","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.64898/2026.09.01.26360987","doi":"https://doi.org/10.64898/2026.09.01.26360987","is_oa":true,"landing_page_url":"https://doi.org/10.64898/2026.09.01.26360987","pdf_url":"https://www.medrxiv.org/content/medrxiv/early/2026/09/04/2026.09.01.26360987.full.pdf","source":{"id":"https://openalex.org/S3005729997","display_name":"medRxiv","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310315909"],"host_organization_lineage_names":["Cold Spring Harbor Laboratory Press"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"medRxiv","raw_type":"posted-content"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5683000087738037,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1138586538","display_name":null,"funder_award_id":"MC_UP_1605/13","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G3111946289","display_name":"Discovery of disease mechanisms and therapies through imaging AI","funder_award_id":"RG/F/24/110138","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G3569655020","display_name":"Population-level dynamic shape modelling of the whole heart","funder_award_id":"NH/F/23/70013","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G3684345657","display_name":"Rare variant and phenotype analyses of adult cardiac trabecular morphology in the UK Biobank","funder_award_id":"FS/IPBSRF/22/27059","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G375141906","display_name":"Curing genetic heart muscle disease (CureHeart)","funder_award_id":"BBC/F/21/220106","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G402563391","display_name":"","funder_award_id":"RE/24/130023","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G4476662549","display_name":null,"funder_award_id":"EP/Z531297/","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7562238089","display_name":null,"funder_award_id":"MC_UP_1605/13","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G7729634090","display_name":"Networks of Cardiovascular Digital Twins (CVD-Net)","funder_award_id":"EP/Z531297/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G843167766","display_name":null,"funder_award_id":"CH/F/24/90015","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"}],"funders":[{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320319992","display_name":"British Heart Foundation","ror":"https://ror.org/02wdwnk04"},{"id":"https://openalex.org/F4320320283","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7208739008.pdf","grobid_xml":"https://content.openalex.org/works/W7208739008.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1516941757","https://openalex.org/W2052069724","https://openalex.org/W2082704080","https://openalex.org/W2124624517","https://openalex.org/W2132401137","https://openalex.org/W2135046866","https://openalex.org/W2258978862","https://openalex.org/W2295598076","https://openalex.org/W2328176404","https://openalex.org/W2554655675","https://openalex.org/W2557169239","https://openalex.org/W2560722161","https://openalex.org/W2787201390","https://openalex.org/W2895486342","https://openalex.org/W2901226889","https://openalex.org/W2912969870","https://openalex.org/W2949676527","https://openalex.org/W2951139927","https://openalex.org/W3032464132","https://openalex.org/W3081407028","https://openalex.org/W3127657277","https://openalex.org/W4210911311","https://openalex.org/W4287578511","https://openalex.org/W4296122945","https://openalex.org/W4308371576","https://openalex.org/W4367318518","https://openalex.org/W4384661715","https://openalex.org/W4385469029","https://openalex.org/W4386152544","https://openalex.org/W4389474304","https://openalex.org/W4390872297","https://openalex.org/W4392538976","https://openalex.org/W4396750647","https://openalex.org/W4402118602","https://openalex.org/W4402716294","https://openalex.org/W4403666788","https://openalex.org/W4404649902","https://openalex.org/W4406069341","https://openalex.org/W4410479901","https://openalex.org/W4412163964","https://openalex.org/W4412479499","https://openalex.org/W4414364345","https://openalex.org/W4416713121","https://openalex.org/W6903690058","https://openalex.org/W7132819088","https://openalex.org/W7154579916","https://openalex.org/W7161776861"],"related_works":["https://openalex.org/W7126253391","https://openalex.org/W7221021307","https://openalex.org/W7083318752","https://openalex.org/W7134850078","https://openalex.org/W7133976895","https://openalex.org/W7129180668","https://openalex.org/W7220921255","https://openalex.org/W4409081312","https://openalex.org/W4412196626","https://openalex.org/W4404649902"],"abstract_inverted_index":{"Abstract":[0],"Cardiac":[1],"imaging":[2],"enables":[3],"quantitative":[4],"assessment":[5,81],"of":[6,56,63,95,111,119,126,140],"cardiac":[7,34,57,64,71],"structure":[8],"and":[9,17,60,70,102,114,122,129,145],"function":[10],"but":[11],"remains":[12],"constrained":[13],"by":[14],"cost,":[15],"infrastructure":[16],"specialist":[18],"expertise.":[19],"In":[20],"contrast,":[21],"electrocardiogram":[22],"(ECG)":[23],"is":[24],"widely":[25],"accessible":[26],"yet":[27],"underexploited,":[28],"despite":[29],"encoding":[30],"latent":[31],"information":[32,105],"about":[33],"physiology.":[35],"Here":[36],"we":[37],"introduce":[38],"visionECG":[39],",":[40],"a":[41,48,137,150],"conditional":[42],"flow":[43],"matching":[44],"framework":[45,152],"that":[46],"learns":[47],"probabilistic":[49],"mapping":[50],"between":[51],"two":[52],"biological":[53],"distributions\u2014the":[54],"space":[55,62],"electrical":[58],"signals":[59,156],"the":[61,76,88,96,134],"geometries.":[65],"Using":[66],"71,132":[67],"paired":[68],"ECG":[69,100,135],"mesh":[72],"sequence":[73],"datasets":[74],"from":[75],"UK":[77],"Biobank,":[78],"with":[79,85],"external":[80],"in":[82],"5,000":[83],"patients":[84],"ECG-echocardiogram":[86],"pairs,":[87],"model":[89],"reconstructs":[90],"quantitatively":[91],"accurate":[92],"spatiotemporal":[93],"representations":[94],"left":[97,142],"ventricle":[98],"using":[99],"inputs":[101],"basic":[103],"demographic":[104],"alone.":[106],"These":[107],"reconstructions":[108],"enable":[109],"discrimination":[110],"structural":[112],"abnormalities":[113],"disease":[115],"labels,":[116],"provide":[117],"visualisations":[118],"functional":[120],"abnormalities,":[121],"support":[123],"flexible":[124],"quantification":[125],"both":[127],"global":[128],"regional":[130],"parameters.":[131],"By":[132],"reframing":[133],"as":[136],"generative":[138],"source":[139],"patient-specific":[141],"ventricular":[143],"geometry":[144],"motion,":[146],"this":[147],"work":[148],"establishes":[149],"scalable":[151],"for":[153],"translating":[154],"low-dimensional":[155],"into":[157],"high-dimensional,":[158],"physiologically":[159],"grounded":[160],"structured":[161],"representations.":[162]},"counts_by_year":[],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2026-09-05T00:00:00"}