{"id":"https://openalex.org/W4391021687","doi":"https://doi.org/10.1109/tmi.2024.3356180","title":"Machine Learning Analysis of Human Skin by Optoacoustic Mesoscopy for Automated Extraction of Psoriasis and Aging Biomarkers","display_name":"Machine Learning Analysis of Human Skin by Optoacoustic Mesoscopy for Automated Extraction of Psoriasis and Aging Biomarkers","publication_year":2024,"publication_date":"2024-01-19","ids":{"openalex":"https://openalex.org/W4391021687","doi":"https://doi.org/10.1109/tmi.2024.3356180","pmid":"https://pubmed.ncbi.nlm.nih.gov/38241120"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2024.3356180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3356180","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10409213.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/ielx7/42/4359023/10409213.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010960629","display_name":"Hailong He","orcid":"https://orcid.org/0000-0001-6451-966X"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hailong He","raw_affiliation_strings":["Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6451-966X","affiliations":[{"raw_affiliation_string":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085027983","display_name":"Johannes C. Paetzold","orcid":"https://orcid.org/0000-0002-4844-6955"},"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":"Johannes C. Paetzold","raw_affiliation_strings":["Department of Computing, Imperial College London, London, U.K","Department of Computing, Imperial College London, London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-4844-6955","affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London, U.K","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computing, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093745521","display_name":"Nils B\u00f6rner","orcid":"https://orcid.org/0009-0008-8161-9433"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nils B\u00f6rner","raw_affiliation_strings":["Department of Computer Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0009-0008-8161-9433","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112584002","display_name":"Erik Riedel","orcid":null},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erik Riedel","raw_affiliation_strings":["Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062213440","display_name":"Stefan Gerl","orcid":"https://orcid.org/0000-0002-3067-8352"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Gerl","raw_affiliation_strings":["Department of Computer Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3067-8352","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023342748","display_name":"Simon Schneider","orcid":"https://orcid.org/0000-0002-4789-625X"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Simon Schneider","raw_affiliation_strings":["Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4789-625X","affiliations":[{"raw_affiliation_string":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108894902","display_name":"Chiara Fisher","orcid":null},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chiara Fisher","raw_affiliation_strings":["Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7100-7248","affiliations":[{"raw_affiliation_string":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039935645","display_name":"Ivan Ezhov","orcid":"https://orcid.org/0000-0002-0862-6513"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ivan Ezhov","raw_affiliation_strings":["Department of Computer Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0862-6513","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018632773","display_name":"Suprosanna Shit","orcid":"https://orcid.org/0000-0003-4435-7207"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Suprosanna Shit","raw_affiliation_strings":["Department of Computer Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4435-7207","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100325337","display_name":"Hongwei Li","orcid":"https://orcid.org/0000-0002-5328-6407"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I4210110449","display_name":"Translational Research in Oncology","ror":"https://ror.org/01yqkfx81","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I4210110449"]},{"id":"https://openalex.org/I4210129357","display_name":"Hospital Universitario Fundaci\u00f3n Jim\u00e9nez D\u00edaz","ror":"https://ror.org/049nvyb15","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210129357"]},{"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"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["CH","DE","ES","FR","GB"],"is_corresponding":false,"raw_author_name":"Hongwei Li","raw_affiliation_strings":["Department of Computer Science, Technical University of Munich, Munich, Germany","Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland","Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany","Instituto de Investigacion Sanitaria de la Fundacion Jimenez Diaz, Madrid, Spain","is also with Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany","Department of Computing, Imperial College London, London, United Kingdom","Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5328-6407","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I202697423"]},{"raw_affiliation_string":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Instituto de Investigacion Sanitaria de la Fundacion Jimenez Diaz, Madrid, Spain","institution_ids":["https://openalex.org/I4210129357"]},{"raw_affiliation_string":"is also with Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Computing, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I4210110449"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110428825","display_name":"Daniel R\u00fcckert","orcid":null},"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"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Daniel R\u00fcckert","raw_affiliation_strings":["Department of Computing, Imperial College London, London, U.K","Department of Computing, Imperial College London, London, United Kingdom","Department of Computer Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5683-5889","affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London, U.K","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computing, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computer Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024517366","display_name":"Juan Aguirre","orcid":"https://orcid.org/0000-0002-8636-6278"},"institutions":[{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Aguirre","raw_affiliation_strings":["Departamento de Tecnolog&#x00ED;a Electr&#x00F3;nica y de las Comunicaciones, Universidad Autonoma de Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8636-6278","affiliations":[{"raw_affiliation_string":"Departamento de Tecnolog&#x00ED;a Electr&#x00F3;nica y de las Comunicaciones, Universidad Autonoma de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075842464","display_name":"Tilo Biedermann","orcid":"https://orcid.org/0000-0002-5352-5105"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tilo Biedermann","raw_affiliation_strings":["Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5352-5105","affiliations":[{"raw_affiliation_string":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015937726","display_name":"Ulf Darsow","orcid":"https://orcid.org/0000-0002-5462-0403"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulf Darsow","raw_affiliation_strings":["Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002068604","display_name":"Bjoern Menze","orcid":"https://orcid.org/0000-0003-4136-5690"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Bjoern Menze","raw_affiliation_strings":["Department of Quantitative Biomedicine, University of Zurich, Z&#x00FC;rich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-4136-5690","affiliations":[{"raw_affiliation_string":"Department of Quantitative Biomedicine, University of Zurich, Z&#x00FC;rich, Switzerland","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059881887","display_name":"Vasilis Ntziachristos","orcid":"https://orcid.org/0000-0002-9988-0233"},"institutions":[{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Vasilis Ntziachristos","raw_affiliation_strings":["Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany","School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9988-0233","affiliations":[{"raw_affiliation_string":"Institute of Biological and Medical Imaging, Helmholtz Zentrum M&#x00FC;nchen, Neuherberg, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1527,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.91854246,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"43","issue":"6","first_page":"2074","last_page":"2085"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9861999750137329,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.953499972820282,"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/psoriasis","display_name":"Psoriasis","score":0.6399477124214172},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.4951156675815582},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4932538866996765},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4766438901424408},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47040873765945435},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.3904663324356079},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38308852910995483},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32169052958488464},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28559625148773193},{"id":"https://openalex.org/keywords/dermatology","display_name":"Dermatology","score":0.2137298882007599},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.16402274370193481},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.14723050594329834}],"concepts":[{"id":"https://openalex.org/C2780564577","wikidata":"https://www.wikidata.org/wiki/Q179945","display_name":"Psoriasis","level":2,"score":0.6399477124214172},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.4951156675815582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4932538866996765},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4766438901424408},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47040873765945435},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.3904663324356079},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38308852910995483},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32169052958488464},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28559625148773193},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.2137298882007599},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.16402274370193481},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.14723050594329834}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011565","descriptor_name":"Psoriasis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011565","descriptor_name":"Psoriasis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011565","descriptor_name":"Psoriasis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011565","descriptor_name":"Psoriasis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011565","descriptor_name":"Psoriasis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D012867","descriptor_name":"Skin","qualifier_ui":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015595","descriptor_name":"Skin Aging","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D015595","descriptor_name":"Skin Aging","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D015595","descriptor_name":"Skin Aging","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D015595","descriptor_name":"Skin Aging","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D015595","descriptor_name":"Skin Aging","qualifier_ui":"Q000502","qualifier_name":"physiology","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}],"locations_count":5,"locations":[{"id":"doi:10.1109/tmi.2024.3356180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3356180","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10409213.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:38241120","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38241120","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},{"id":"pmh:oai:mediatum.ub.tum.de:node/1734057","is_oa":true,"landing_page_url":"https://ieeexplore.ieee.org/document/10409213","pdf_url":"https://mediatum.ub.tum.de/doc/1734057/document.pdf","source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:push-zb.helmholtz-munich.de:69838","is_oa":true,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=69838","pdf_url":"https://push-zb.helmholtz-munich.de/deliver.php?id=40439","source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans. Med. Imaging 43, 2074-2085 (2024)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:doi:10.5167/uzh-269373","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/tmi.2024.3356180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tmi.2024.3356180","pdf_url":"https://ieeexplore.ieee.org/ielx7/42/4359023/10409213.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":[{"display_name":"Good health and well-being","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1599665009","display_name":null,"funder_award_id":"871763 (WINTHER)","funder_id":"https://openalex.org/F4320338335","funder_display_name":"H2020 European Research Council"},{"id":"https://openalex.org/G4019732048","display_name":"Precision Multi-Spectral Optoacoustic Tomography for Discovery Diagnosis and Intervention","funder_award_id":"694968","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4330256046","display_name":"Fast optoacoustic mesoscopy, using the skin as a window for therapeutic monitoring of local and systemic disease.","funder_award_id":"871763","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320283","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320323383","display_name":"Technische Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/02kkvpp62"},{"id":"https://openalex.org/F4320323874","display_name":"Universit\u00e4t Z\u00fcrich","ror":"https://ror.org/02crff812"},{"id":"https://openalex.org/F4320336029","display_name":"Helmholtz Zentrum M\u00fcnchen","ror":"https://ror.org/00cfam450"},{"id":"https://openalex.org/F4320338335","display_name":"H2020 European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391021687.pdf","grobid_xml":"https://content.openalex.org/works/W4391021687.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W117980535","https://openalex.org/W1572889567","https://openalex.org/W1901129140","https://openalex.org/W1991340019","https://openalex.org/W2019309256","https://openalex.org/W2033193852","https://openalex.org/W2043858865","https://openalex.org/W2044290154","https://openalex.org/W2044682081","https://openalex.org/W2048912425","https://openalex.org/W2059843925","https://openalex.org/W2065462995","https://openalex.org/W2118113701","https://openalex.org/W2141125852","https://openalex.org/W2147032901","https://openalex.org/W2157324658","https://openalex.org/W2162744092","https://openalex.org/W2167663755","https://openalex.org/W2317111303","https://openalex.org/W2335931223","https://openalex.org/W2525179738","https://openalex.org/W2572814740","https://openalex.org/W2609724736","https://openalex.org/W2612983876","https://openalex.org/W2744931943","https://openalex.org/W2751889394","https://openalex.org/W2767128594","https://openalex.org/W2789460699","https://openalex.org/W2791672656","https://openalex.org/W2800981650","https://openalex.org/W2803815839","https://openalex.org/W2912420672","https://openalex.org/W2912894259","https://openalex.org/W2939711234","https://openalex.org/W2949577571","https://openalex.org/W2963270775","https://openalex.org/W2995518848","https://openalex.org/W3006361253","https://openalex.org/W3014974815","https://openalex.org/W3015570810","https://openalex.org/W3035180999","https://openalex.org/W3041833127","https://openalex.org/W3041891200","https://openalex.org/W3042068947","https://openalex.org/W3091983842","https://openalex.org/W3112701542","https://openalex.org/W3112980510","https://openalex.org/W3134660377","https://openalex.org/W3174708193","https://openalex.org/W4221163766","https://openalex.org/W4280488897","https://openalex.org/W4280597434","https://openalex.org/W4280629353","https://openalex.org/W4287019077","https://openalex.org/W4293340334","https://openalex.org/W4385477380","https://openalex.org/W4386811637","https://openalex.org/W4387211363","https://openalex.org/W6762686912","https://openalex.org/W6763415409","https://openalex.org/W6771682228","https://openalex.org/W6800793356","https://openalex.org/W6846977568"],"related_works":["https://openalex.org/W2601157893","https://openalex.org/W2373006798","https://openalex.org/W2131735617","https://openalex.org/W2056912418","https://openalex.org/W2123759770","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2049538278","https://openalex.org/W2886173746"],"abstract_inverted_index":{"Ultra-wideband":[0],"raster-scan":[1],"optoacoustic":[2],"mesoscopy":[3],"(RSOM)":[4],"is":[5],"a":[6,65,125,134,142,177,184],"novel":[7],"modality":[8],"that":[9,197],"has":[10],"demonstrated":[11],"unprecedented":[12],"ability":[13,212],"to":[14,46,96,117,128,209,218,231],"visualize":[15],"epidermal":[16],"and":[17,24,48,56,86,111,121,131,159,164,170,182,188,227],"dermal":[18,90,203],"structures":[19],"in-vivo.":[20,191],"However,":[21],"an":[22,93],"automatic":[23,81],"quantitative":[25],"analysis":[26],"of":[27,83,89,146,172,179,213,223,239],"three-dimensional":[28],"RSOM":[29,42,55],"datasets":[30],"remains":[31],"unexplored.":[32],"In":[33,133],"this":[34,194],"work":[35],"we":[36,138,175],"present":[37],"our":[38,112,214],"framework:":[39],"Deep":[40],"Learning":[41],"Analysis":[43],"Pipeline":[44],"(DeepRAP),":[45],"analyze":[47],"quantify":[49],"morphological":[50],"skin":[51,84,225],"features":[52,190,200],"recorded":[53],"by":[54],"extract":[57],"imaging":[58],"biomarkers":[59,157],"for":[60],"disease":[61,119],"characterization.":[62],"DeepRAP":[63,99,140],"uses":[64],"multi-network":[66],"segmentation":[67,88,104],"strategy":[68,78],"based":[69],"on":[70,105],"convolutional":[71],"neural":[72],"networks":[73],"with":[74,92,124],"transfer":[75],"learning.":[76],"This":[77],"enabled":[79],"the":[80,156,162,202,206,220,236],"recognition":[82],"layers":[85],"subsequent":[87],"microvasculature":[91,228],"accuracy":[94],"equivalent":[95],"human":[97,224],"assessment.":[98],"was":[100,115],"validated":[101],"against":[102],"manual":[103],"25":[106],"psoriasis":[107],"patients":[108],"under":[109],"treatment":[110],"biomarker":[113],"extraction":[114],"shown":[116],"characterize":[118],"severity":[120],"progression":[122],"well":[123],"strong":[126],"correlation":[127,208],"physician":[129],"evaluation":[130],"histology.":[132],"unique":[135],"validation":[136],"experiment,":[137],"applied":[139],"in":[141,201],"time":[143],"series":[144],"sequence":[145],"occlusion-induced":[147],"hyperemia":[148],"from":[149],"10":[150],"healthy":[151],"volunteers.":[152],"We":[153],"observe":[154],"how":[155],"decrease":[158],"recover":[160],"during":[161],"occlusion":[163],"release":[165],"process,":[166],"demonstrating":[167],"accurate":[168],"performance":[169],"reproducibility":[171],"DeepRAP.":[173],"Furthermore,":[174],"analyzed":[176],"cohort":[178],"75":[180],"volunteers":[181],"defined":[183],"relationship":[185],"between":[186],"aging":[187],"microvascular":[189,199],"More":[192],"precisely,":[193],"study":[195,222],"revealed":[196],"fine":[198],"layer":[204],"have":[205],"strongest":[207],"age.":[210],"The":[211],"newly":[215],"developed":[216],"framework":[217],"enable":[219],"rapid":[221],"morphology":[226],"in-vivo":[229],"promises":[230],"replace":[232],"biopsy":[233],"studies,":[234],"increasing":[235],"translational":[237],"potential":[238],"RSOM.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-30T13:55:48.251075","created_date":"2025-10-10T00:00:00"}
