{"id":"https://openalex.org/W4416717416","doi":"https://doi.org/10.1186/s12880-025-02030-3","title":"Qualitative and quantitative assessment of accelerated liver diffusion-weighted imaging using deep-learning reconstruction in oncologic patients","display_name":"Qualitative and quantitative assessment of accelerated liver diffusion-weighted imaging using deep-learning reconstruction in oncologic patients","publication_year":2025,"publication_date":"2025-11-26","ids":{"openalex":"https://openalex.org/W4416717416","doi":"https://doi.org/10.1186/s12880-025-02030-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/41299300"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-02030-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02030-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02030-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02030-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073586442","display_name":"Mihaela Rata","orcid":"https://orcid.org/0000-0003-4999-8038"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]},{"id":"https://openalex.org/I142947616","display_name":"Institute of Cancer Research","ror":"https://ror.org/043jzw605","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I142947616"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mihaela Rata","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK. Mihaela.Rata@icr.ac.uk","Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK. Mihaela.Rata@icr.ac.uk","Royal Marsden NHS Foundation Trust & Institute of Cancer Research, Downs Road, Sutton, London, SM2 5PT, UK. Mihaela.Rata@icr.ac.uk","Royal Marsden NHS Foundation Trust & Institute of Cancer Research, Downs Road, Sutton, London, SM2 5PT, UK"],"raw_orcid":"https://orcid.org/0000-0003-4999-8038","affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK. Mihaela.Rata@icr.ac.uk","institution_ids":["https://openalex.org/I1325846038"]},{"raw_affiliation_string":"Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK. Mihaela.Rata@icr.ac.uk","institution_ids":["https://openalex.org/I142947616"]},{"raw_affiliation_string":"Royal Marsden NHS Foundation Trust & Institute of Cancer Research, Downs Road, Sutton, London, SM2 5PT, UK. Mihaela.Rata@icr.ac.uk","institution_ids":["https://openalex.org/I1325846038","https://openalex.org/I142947616"]},{"raw_affiliation_string":"Royal Marsden NHS Foundation Trust & Institute of Cancer Research, Downs Road, Sutton, London, SM2 5PT, UK","institution_ids":["https://openalex.org/I1325846038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080623230","display_name":"Francesca Castagnoli","orcid":"https://orcid.org/0000-0003-2407-7451"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]},{"id":"https://openalex.org/I142947616","display_name":"Institute of Cancer Research","ror":"https://ror.org/043jzw605","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I142947616"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Francesca Castagnoli","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]},{"raw_affiliation_string":"Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK","institution_ids":["https://openalex.org/I142947616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040891058","display_name":"Joshua Shur","orcid":"https://orcid.org/0000-0002-4569-4785"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joshua Shur","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024645899","display_name":"Emily Evans","orcid":"https://orcid.org/0000-0002-1027-5441"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emily Evans","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067119378","display_name":"Georgina Hopkinson","orcid":"https://orcid.org/0000-0003-4967-8886"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Georgina Hopkinson","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013005956","display_name":"Thomas Benkert","orcid":"https://orcid.org/0000-0002-3794-5580"},"institutions":[{"id":"https://openalex.org/I4210153902","display_name":"Siemens Healthineers (Germany)","ror":"https://ror.org/0449c4c15","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210153902"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Benkert","raw_affiliation_strings":["Research and Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany","institution_ids":["https://openalex.org/I4210153902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070879815","display_name":"Elisabeth Weiland","orcid":"https://orcid.org/0000-0001-7517-1291"},"institutions":[{"id":"https://openalex.org/I4210153902","display_name":"Siemens Healthineers (Germany)","ror":"https://ror.org/0449c4c15","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210153902"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elisabeth Weiland","raw_affiliation_strings":["Research and Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany","institution_ids":["https://openalex.org/I4210153902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040106089","display_name":"Dow\u2010Mu Koh","orcid":"https://orcid.org/0000-0001-7654-8011"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]},{"id":"https://openalex.org/I142947616","display_name":"Institute of Cancer Research","ror":"https://ror.org/043jzw605","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I142947616"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dow-Mu Koh","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]},{"raw_affiliation_string":"Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK","institution_ids":["https://openalex.org/I142947616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002276697","display_name":"Jessica Winfield","orcid":"https://orcid.org/0000-0001-6069-5252"},"institutions":[{"id":"https://openalex.org/I1325846038","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1325846038"]},{"id":"https://openalex.org/I142947616","display_name":"Institute of Cancer Research","ror":"https://ror.org/043jzw605","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I142947616"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jessica M. Winfield","raw_affiliation_strings":["Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, MRI Unit, The Royal Marsden NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1325846038"]},{"raw_affiliation_string":"Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK","institution_ids":["https://openalex.org/I142947616"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5073586442"],"corresponding_institution_ids":["https://openalex.org/I1325846038","https://openalex.org/I142947616"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.1781,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.84295365,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"491","last_page":"491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11885","display_name":"MRI in cancer diagnosis","score":0.9280999898910522,"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"}},"topics":[{"id":"https://openalex.org/T11885","display_name":"MRI in cancer diagnosis","score":0.9280999898910522,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.03889999911189079,"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/T10073","display_name":"Hepatocellular Carcinoma Treatment and Prognosis","score":0.003599999938160181,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"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/quantitative-assessment","display_name":"Quantitative assessment","score":0.7807000279426575},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.607200026512146},{"id":"https://openalex.org/keywords/quantitative-analysis","display_name":"Quantitative analysis (chemistry)","score":0.4447999894618988},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.3447999954223633},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.3278999924659729},{"id":"https://openalex.org/keywords/gadolinium-dtpa","display_name":"Gadolinium DTPA","score":0.3098999857902527}],"concepts":[{"id":"https://openalex.org/C2984588014","wikidata":"https://www.wikidata.org/wiki/Q730675","display_name":"Quantitative assessment","level":2,"score":0.7807000279426575},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.607200026512146},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5787000060081482},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5530999898910522},{"id":"https://openalex.org/C95986675","wikidata":"https://www.wikidata.org/wiki/Q185168","display_name":"Quantitative analysis (chemistry)","level":2,"score":0.4447999894618988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39320001006126404},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.37139999866485596},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.3447999954223633},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C2911208848","wikidata":"https://www.wikidata.org/wiki/Q413793","display_name":"Gadolinium DTPA","level":3,"score":0.3098999857902527},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.30809998512268066},{"id":"https://openalex.org/C529618451","wikidata":"https://www.wikidata.org/wiki/Q234904","display_name":"Ultrasonography","level":2,"score":0.303600013256073},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.29429998993873596},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C2994008635","wikidata":"https://www.wikidata.org/wiki/Q730675","display_name":"Quantitative methodology","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C71472368","wikidata":"https://www.wikidata.org/wiki/Q676880","display_name":"Text mining","level":2,"score":0.25060001015663147}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000556","qualifier_name":"secondary","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000556","qualifier_name":"secondary","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000556","qualifier_name":"secondary","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000556","qualifier_name":"secondary","is_major_topic":true},{"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":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D038524","descriptor_name":"Diffusion Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/s12880-025-02030-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02030-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02030-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:41299300","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41299300","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:613c708537c144f19f8d1f57e424bcf9","is_oa":true,"landing_page_url":"https://doaj.org/article/613c708537c144f19f8d1f57e424bcf9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 25, Iss 1, Pp 1-11 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-02030-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-02030-3","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12880-025-02030-3.pdf","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313309","display_name":"Royal Marsden NHS Foundation Trust","ror":"https://ror.org/0008wzh48"},{"id":"https://openalex.org/F4320319985","display_name":"Cancer Research UK","ror":"https://ror.org/054225q67"},{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320319994","display_name":"Department of Health and Social Care","ror":"https://ror.org/03sbpja79"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4416717416.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W1712125166","https://openalex.org/W2101547572","https://openalex.org/W2106989370","https://openalex.org/W2133892598","https://openalex.org/W2287449697","https://openalex.org/W2604388535","https://openalex.org/W2901253186","https://openalex.org/W4210618105","https://openalex.org/W4283733296","https://openalex.org/W4310711887","https://openalex.org/W4377220835","https://openalex.org/W4381953348","https://openalex.org/W4385684721","https://openalex.org/W4387582271","https://openalex.org/W4403220056"],"related_works":[],"abstract_inverted_index":{"BACKGROUND:":[0],"Deep-learning":[1],"(DL)":[2],"reconstructions":[3],"could":[4],"improve":[5],"image":[6],"quality":[7,79],"and":[8,20,43,73,85,118,128,175,215,263],"reduce":[9],"acquisition":[10],"time":[11],"in":[12,23,166],"diffusion-weighted":[13],"imaging":[14],"(DWI).":[15],"This":[16,31,230,243],"study":[17,33,244,275],"assessed,":[18],"qualitatively":[19],"quantitatively,":[21],"DL-DWI":[22,56,66,76],"liver":[24,110,167,176,258],"metastasis":[25,177],"of":[26,97,257,270,277],"colorectal":[27,150],"cancer":[28,151],"patients.":[29],"METHODS:":[30],"prospective":[32],"enrolled":[34],"50":[35],"participants":[36,147],"from":[37],"June":[38],"to":[39,254],"November":[40],"2022.":[41],"Phantom":[42],"participant":[44],"data":[45],"were":[46,62,103,121,161,164,210],"acquired":[47],"on":[48,82,88,194,202],"a":[49,54,64,68,74,124,247,251],"1.5T":[50],"MR":[51],"scanner":[52],"using":[53,123],"free-breathing":[55],"research":[57],"application":[58],"sequence.":[59],"Three":[60],"DWIs":[61],"compared:":[63],"moderately-accelerated":[65],"(DL-1),":[67],"corresponding":[69],"standard":[70],"reconstruction":[71,249],"(Standard-1)":[72],"highly-accelerated":[75],"(DL-2).":[77],"Image":[78],"(four":[80],"features":[81,193],"b750":[83,196],"images":[84],"one":[86],"feature":[87],"ADC":[89,101,119,203,224,231],"map)":[90],"was":[91,141,233],"assessed":[92,122],"by":[93],"two":[94],"radiologists.":[95],"Region":[96],"interest":[98],"(ROI)":[99],"based":[100],"measurements":[102],"performed":[104],"at":[105],"three":[106,114,220],"locations:":[107],"liver,":[108],"spleen,":[109],"metastasis.":[111],"Across":[112],"the":[113,188,195],"series,":[115],"median":[116],"scores":[117,190],"values":[120],"Friedman":[125],"non-parametric":[126],"test":[127],"post-hoc":[129],"analysis":[130],"(pairwise":[131],"Wilcoxon":[132],"tests":[133],"with":[134,148,222],"Bonferroni":[135],"correction).":[136],"A":[137],"p-value":[138],"<":[139,228],"0.05":[140],"considered":[142],"statistically":[143],"significant.":[144],"RESULTS:":[145],"Fifty":[146],"metastatic":[149],"(mean":[152],"age":[153],"62":[154],"years,":[155,158],"range":[156],"36-88":[157],"26":[159],"males)":[160],"evaluated.":[162],"ROIs":[163],"delineated":[165],"(N":[168,172,178],"=":[169,173,179],"50),":[170],"spleen":[171],"48),":[174],"11).":[180],"Qualitatively,":[181],"across":[182,218],"both":[183,206,261],"readers,":[184],"DL-1":[185,214],"method":[186],"received":[187],"highest":[189],"for":[191,205],"5/8":[192],"images;":[197],"all":[198,219],"methods":[199],"scored":[200],"similarly":[201],"maps":[204],"readers.":[207],"Quantitatively,":[208],"ADCs":[209],"significantly":[211],"different":[212],"between":[213],"Standard-1":[216],"series":[217],"organs,":[221],"DL-1-based":[223],"always":[225],"higher":[226],"(p":[227],"0.01).":[229],"increase":[232],"small:":[234],"8.9%":[235],"(liver),":[236],"3.4%":[237],"(spleen),":[238],"4.5%":[239],"(liver":[240],"metastasis).":[241],"CONCLUSIONS:":[242],"suggests":[245],"that":[246],"DL-based":[248],"is":[250],"promising":[252],"technique":[253],"enable":[255],"acceleration":[256],"DWI":[259],"considering":[260],"qualitative":[262],"quantitative":[264],"results.":[265],"TRIAL":[266],"REGISTRATION:":[267],"NCT05118555":[268],"(Evaluation":[269],"New":[271],"Magnetic":[272],"Resonance":[273],"Techniques);":[274],"date":[276],"registration":[278],"(first":[279],"submitted:":[280],"2021-10-18).":[281]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-09T13:55:54.758798","created_date":"2025-11-27T00:00:00"}
