{"id":"https://openalex.org/W4388505292","doi":"https://doi.org/10.1109/tmi.2023.3331198","title":"Moving Beyond Simulation: Data-Driven Quantitative Photoacoustic Imaging Using Tissue-Mimicking Phantoms","display_name":"Moving Beyond Simulation: Data-Driven Quantitative Photoacoustic Imaging Using Tissue-Mimicking Phantoms","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W4388505292","doi":"https://doi.org/10.1109/tmi.2023.3331198","pmid":"https://pubmed.ncbi.nlm.nih.gov/37938947"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2023.3331198","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3331198","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10312761.pdf","source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10312761.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079169749","display_name":"Janek Gr\u00f6hl","orcid":"https://orcid.org/0000-0002-5332-4856"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Janek Gr\u00f6hl","raw_affiliation_strings":["Cancer Research U.K. Cambridge Institute, Cambridge, U.K","Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K"],"raw_orcid":"https://orcid.org/0000-0002-5332-4856","affiliations":[{"raw_affiliation_string":"Cancer Research U.K. Cambridge Institute, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050846859","display_name":"Thomas R. Else","orcid":"https://orcid.org/0000-0002-2652-4190"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas R. Else","raw_affiliation_strings":["Cancer Research U.K. Cambridge Institute, Cambridge, U.K","Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K"],"raw_orcid":"https://orcid.org/0000-0002-2652-4190","affiliations":[{"raw_affiliation_string":"Cancer Research U.K. Cambridge Institute, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077570704","display_name":"Lina Hacker","orcid":"https://orcid.org/0000-0001-5160-0952"},"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"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lina Hacker","raw_affiliation_strings":["Department of Physics and the Cancer Research U.K. Cambridge Institute, University of Cambridge, Cambridge, U.K","Department of Oncology, University of Oxford, Oxford, UK"],"raw_orcid":"https://orcid.org/0000-0001-5160-0952","affiliations":[{"raw_affiliation_string":"Department of Physics and the Cancer Research U.K. Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382","https://openalex.org/I241749"]},{"raw_affiliation_string":"Department of Oncology, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092160833","display_name":"Ellie V. Bunce","orcid":"https://orcid.org/0009-0005-3179-9307"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ellie V. Bunce","raw_affiliation_strings":["Cancer Research U.K. Cambridge Institute, Cambridge, U.K","Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K"],"raw_orcid":"https://orcid.org/0009-0005-3179-9307","affiliations":[{"raw_affiliation_string":"Cancer Research U.K. Cambridge Institute, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021150530","display_name":"Paul W. Sweeney","orcid":"https://orcid.org/0000-0003-3385-0696"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paul W. Sweeney","raw_affiliation_strings":["Cancer Research U.K. Cambridge Institute, Cambridge, U.K","Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cancer Research U.K. Cambridge Institute, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066053426","display_name":"Sarah E. Bohndiek","orcid":"https://orcid.org/0000-0003-0371-8635"},"institutions":[{"id":"https://openalex.org/I4210089382","display_name":"Cancer Research UK Cambridge Center","ror":"https://ror.org/0068m0j38","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I2801316944","https://openalex.org/I4210089382"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sarah E. Bohndiek","raw_affiliation_strings":["Cancer Research U.K. Cambridge Institute, Cambridge, U.K","Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K"],"raw_orcid":"https://orcid.org/0000-0003-0371-8635","affiliations":[{"raw_affiliation_string":"Cancer Research U.K. Cambridge Institute, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]},{"raw_affiliation_string":"Department of Physics and the Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I4210089382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5079169749"],"corresponding_institution_ids":["https://openalex.org/I4210089382"],"apc_list":null,"apc_paid":null,"fwci":2.7489,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.90746707,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"43","issue":"3","first_page":"1214","last_page":"1224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9976999759674072,"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/T10958","display_name":"Ultrasound and Hyperthermia Applications","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/imaging-phantom","display_name":"Imaging phantom","score":0.7931423783302307},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.6711528301239014},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6408827900886536},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.5742420554161072},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5186592936515808},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5016298294067383},{"id":"https://openalex.org/keywords/absorption","display_name":"Absorption (acoustics)","score":0.4858788847923279},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3706217408180237},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.30952388048171997},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19255629181861877},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16388747096061707},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12634363770484924}],"concepts":[{"id":"https://openalex.org/C104293457","wikidata":"https://www.wikidata.org/wiki/Q28324852","display_name":"Imaging phantom","level":2,"score":0.7931423783302307},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.6711528301239014},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6408827900886536},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.5742420554161072},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5186592936515808},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5016298294067383},{"id":"https://openalex.org/C125287762","wikidata":"https://www.wikidata.org/wiki/Q1758948","display_name":"Absorption (acoustics)","level":2,"score":0.4858788847923279},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3706217408180237},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.30952388048171997},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19255629181861877},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16388747096061707},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12634363770484924},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009010","descriptor_name":"Monte Carlo Method","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051379","descriptor_name":"Mice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061088","descriptor_name":"Photoacoustic Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2023.3331198","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3331198","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10312761.pdf","source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37938947","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37938947","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":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/tmi.2023.3331198","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3331198","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10312761.pdf","source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4818343516","display_name":null,"funder_award_id":"A29580","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G63068527","display_name":null,"funder_award_id":"GR 5824/1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G63586632","display_name":null,"funder_award_id":"C9545","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G6742001047","display_name":null,"funder_award_id":"C17918/A28870","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G7669185616","display_name":null,"funder_award_id":"C9545/A29580","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"}],"funders":[{"id":"https://openalex.org/F4320312933","display_name":"Department for Business, Energy and Industrial Strategy, UK Government","ror":"https://ror.org/019ya6433"},{"id":"https://openalex.org/F4320319985","display_name":"Cancer Research UK","ror":"https://ror.org/054225q67"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388505292.pdf","grobid_xml":"https://content.openalex.org/works/W4388505292.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1983939304","https://openalex.org/W1984906764","https://openalex.org/W1995577222","https://openalex.org/W1997975117","https://openalex.org/W1999182952","https://openalex.org/W2019196396","https://openalex.org/W2023074414","https://openalex.org/W2030529101","https://openalex.org/W2035059996","https://openalex.org/W2052729797","https://openalex.org/W2063322369","https://openalex.org/W2067276044","https://openalex.org/W2068792212","https://openalex.org/W2082967757","https://openalex.org/W2092513871","https://openalex.org/W2096688015","https://openalex.org/W2097683070","https://openalex.org/W2103760171","https://openalex.org/W2127628180","https://openalex.org/W2148309086","https://openalex.org/W2157048271","https://openalex.org/W2162473564","https://openalex.org/W2166163757","https://openalex.org/W2547787307","https://openalex.org/W2582266653","https://openalex.org/W2601578402","https://openalex.org/W2612983876","https://openalex.org/W2688501926","https://openalex.org/W2751563926","https://openalex.org/W2805392478","https://openalex.org/W2810647676","https://openalex.org/W2887373131","https://openalex.org/W2894959635","https://openalex.org/W2904160377","https://openalex.org/W2953851418","https://openalex.org/W2962850795","https://openalex.org/W2981195348","https://openalex.org/W2990963722","https://openalex.org/W2999129014","https://openalex.org/W3007649860","https://openalex.org/W3097635969","https://openalex.org/W3129087662","https://openalex.org/W3138503328","https://openalex.org/W3174161936","https://openalex.org/W3216085940","https://openalex.org/W4226057471","https://openalex.org/W4226204154","https://openalex.org/W4250459937","https://openalex.org/W4296520581","https://openalex.org/W4387211272","https://openalex.org/W4391158060"],"related_works":["https://openalex.org/W2417440389","https://openalex.org/W4244157427","https://openalex.org/W2734382758","https://openalex.org/W4385556839","https://openalex.org/W4378746257","https://openalex.org/W2109481748","https://openalex.org/W2381719890","https://openalex.org/W2076005643","https://openalex.org/W2057204181","https://openalex.org/W2040853802"],"abstract_inverted_index":{"Accurate":[0],"measurement":[1],"of":[2,15,25,28,59,76,85,106,126,146,154,158,184,193,207,230],"optical":[3,127,144],"absorption":[4,29,86,128],"coefficients":[5],"from":[6,35,142],"photoacoustic":[7],"imaging":[8,62],"(PAI)":[9],"data":[10,71,81,94],"would":[11],"enable":[12],"direct":[13],"mapping":[14],"molecular":[16],"concentrations,":[17],"providing":[18],"vital":[19],"clinical":[20],"insight.":[21],"The":[22],"ill-posed":[23],"nature":[24],"the":[26,44,101,104,132,147,159,182,190,205,214,228],"problem":[27],"coefficient":[30],"recovery":[31],"has":[32],"prohibited":[33],"PAI":[34],"achieving":[36],"this":[37,53],"goal":[38],"in":[39,96,100,211],"living":[40],"systems":[41],"due":[42],"to":[43,134,162,177,188,233],"domain":[45,108],"gap":[46,109],"between":[47,110],"simulation":[48,111],"and":[49,64,98,112,123,220],"experiment.":[50,113],"To":[51],"bridge":[52],"gap,":[54],"we":[55],"introduce":[56],"a":[57,77,107,138,151,163,178],"collection":[58],"experimentally":[60,116],"well-characterised":[61],"phantoms":[63,202],"their":[65],"digital":[66],"twins.":[67],"This":[68],"first-of-a-kind":[69],"phantom":[70,166],"set":[72],"enables":[73],"supervised":[74],"training":[75,91,171,199],"U-Net":[78],"on":[79,92,115,172,200],"experimental":[80,201],"for":[82],"pixel-wise":[83],"estimation":[84],"coefficients.":[87,129],"We":[88,130,196],"show":[89],"that":[90,198],"simulated":[93,173],"results":[95,133,226],"artefacts":[97],"biases":[99,169],"estimates,":[102],"reinforcing":[103],"existence":[105],"Training":[114],"acquired":[117],"data,":[118,174],"however,":[119],"yielded":[120],"more":[121],"accurate":[122],"robust":[124],"estimates":[125],"compare":[131],"fluence":[135],"correction":[136],"with":[137],"Monte":[139],"Carlo":[140],"model":[141,180],"reference":[143],"properties":[145],"materials,":[148],"which":[149],"yields":[150],"quantification":[152,216],"error":[153,217],"approximately":[155],"20%.":[156],"Application":[157],"trained":[160],"U-Nets":[161],"blood":[164],"flow":[165],"demonstrated":[167],"spectral":[168],"when":[170],"while":[175],"application":[176],"mouse":[179],"highlighted":[181],"ability":[183],"both":[185],"learning-based":[186],"approaches":[187],"recover":[189],"depth-dependent":[191],"loss":[192],"signal":[194,208],"intensity.":[195],"demonstrate":[197],"can":[203],"restore":[204],"correlation":[206],"amplitudes":[209],"measured":[210],"depth.":[212],"While":[213],"absolute":[215],"remains":[218],"high":[219],"further":[221],"improvements":[222],"are":[223],"needed,":[224],"our":[225],"highlight":[227],"promise":[229],"deep":[231],"learning":[232],"advance":[234],"quantitative":[235],"PAI.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-11T08:15:01.531666","created_date":"2025-10-10T00:00:00"}
