{"id":"https://openalex.org/W7128730014","doi":"https://doi.org/10.1038/s41746-026-02422-x","title":"Closed loop text guided framework for lung cancer lesion segmentation and quantification","display_name":"Closed loop text guided framework for lung cancer lesion segmentation and quantification","publication_year":2026,"publication_date":"2026-02-12","ids":{"openalex":"https://openalex.org/W7128730014","doi":"https://doi.org/10.1038/s41746-026-02422-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/41680279"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-026-02422-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02422-x","pdf_url":"https://www.nature.com/articles/s41746-026-02422-x_reference.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-026-02422-x_reference.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5125730283","display_name":"Shiyang Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210140515","display_name":"First Hospital of China Medical University","ror":"https://ror.org/04wjghj95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140515"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyang Wang","raw_affiliation_strings":["Department of Geriatric Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geriatric Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I91656880","https://openalex.org/I4210140515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441378","display_name":"Ziyi Wang","orcid":"https://orcid.org/0000-0002-7223-6616"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I4210140515","display_name":"First Hospital of China Medical University","ror":"https://ror.org/04wjghj95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140515"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Ziyi Wang","raw_affiliation_strings":["College of Medicine, University of Illinois Chicago, Chicago, IL, USA","Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medicine, University of Illinois Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I4210140515","https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048390786","display_name":"Wanfu Men","orcid":"https://orcid.org/0000-0003-2968-1463"},"institutions":[{"id":"https://openalex.org/I4210140515","display_name":"First Hospital of China Medical University","ror":"https://ror.org/04wjghj95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140515"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanfu Men","raw_affiliation_strings":["Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I4210140515","https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125714093","display_name":"Zhenyu Song","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128175","display_name":"Shanghai East Hospital","ror":"https://ror.org/038xmzj21","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128175"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Song","raw_affiliation_strings":["Mini-invasive Interventional Therapy Center, Shanghai East Hospital, Tongji University, Shanghai, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mini-invasive Interventional Therapy Center, Shanghai East Hospital, Tongji University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I4210128175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031767346","display_name":"Dayu Hu","orcid":"https://orcid.org/0000-0002-9369-7390"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dayu Hu","raw_affiliation_strings":["College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125755375","display_name":"Tianyu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianyu Liu","raw_affiliation_strings":["Computer Science and Engineering, University of California, Riverside, Riverside, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, University of California, Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082738278","display_name":"B Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boyang Wang","raw_affiliation_strings":["Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125698677","display_name":"Dexing Kong","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dexing Kong","raw_affiliation_strings":["School of Mathematical Sciences, Zhejiang University, Hangzhou, Zhejiang, China. dkong@zju.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Zhejiang University, Hangzhou, Zhejiang, China. dkong@zju.edu.cn","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062550084","display_name":"Xuehao Li","orcid":"https://orcid.org/0009-0006-6201-3984"},"institutions":[{"id":"https://openalex.org/I4210140515","display_name":"First Hospital of China Medical University","ror":"https://ror.org/04wjghj95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140515"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuehao Li","raw_affiliation_strings":["Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China. xhli92@cmu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China. xhli92@cmu.edu.cn","institution_ids":["https://openalex.org/I91656880","https://openalex.org/I4210140515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125754864","display_name":"Kaiming Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaiming Ren","raw_affiliation_strings":["Department of Thoracic Surgery, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China. renkmcmu@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China. renkmcmu@163.com","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125706046","display_name":"Mingrui Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210140515","display_name":"First Hospital of China Medical University","ror":"https://ror.org/04wjghj95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140515"]},{"id":"https://openalex.org/I91656880","display_name":"China Medical University","ror":"https://ror.org/032d4f246","country_code":"CN","type":"education","lineage":["https://openalex.org/I91656880"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingrui Shao","raw_affiliation_strings":["Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China. smr2810112@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery, The First Hospital of China Medical University, Shenyang, Liaoning, China. smr2810112@163.com","institution_ids":["https://openalex.org/I91656880","https://openalex.org/I4210140515"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5062550084"],"corresponding_institution_ids":["https://openalex.org/I4210140515","https://openalex.org/I91656880"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":9.2055,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94982117,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.43160000443458557,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.43160000443458557,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.23389999568462372,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.06030000001192093,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.717199981212616},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5735999941825867},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5564000010490417},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4961000084877014},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4514000117778778},{"id":"https://openalex.org/keywords/scanner","display_name":"Scanner","score":0.44999998807907104},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.42500001192092896},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4219000041484833},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.4198000133037567}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.717199981212616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6877999901771545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6844000220298767},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5735999941825867},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5564000010490417},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4961000084877014},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49059998989105225},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4514000117778778},{"id":"https://openalex.org/C2779751349","wikidata":"https://www.wikidata.org/wiki/Q1474480","display_name":"Scanner","level":2,"score":0.44999998807907104},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.42500001192092896},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4219000041484833},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.4198000133037567},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4007999897003174},{"id":"https://openalex.org/C2778775528","wikidata":"https://www.wikidata.org/wiki/Q5135432","display_name":"Closing (real estate)","level":2,"score":0.3804999887943268},{"id":"https://openalex.org/C141898687","wikidata":"https://www.wikidata.org/wiki/Q1501997","display_name":"Hausdorff distance","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.30239999294281006},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.28780001401901245},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.26420000195503235},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.2637999951839447},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25589999556541443},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.2500999867916107}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-026-02422-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02422-x","pdf_url":"https://www.nature.com/articles/s41746-026-02422-x_reference.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:41680279","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41680279","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:db80736c99354197974943c3cf000778","is_oa":true,"landing_page_url":"https://doaj.org/article/db80736c99354197974943c3cf000778","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":"npj Digital Medicine, Vol 9, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13009485","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13009485/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-026-02422-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02422-x","pdf_url":"https://www.nature.com/articles/s41746-026-02422-x_reference.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5797170400619507,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327473","display_name":"Department of Science and Technology of Liaoning Province","ror":"https://ror.org/02f09cx53"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W7128730014.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2019607817","https://openalex.org/W2148347694","https://openalex.org/W2225538867","https://openalex.org/W2594318146","https://openalex.org/W2804460770","https://openalex.org/W2896246551","https://openalex.org/W2914549095","https://openalex.org/W2962731543","https://openalex.org/W2964317695","https://openalex.org/W2966434031","https://openalex.org/W2979907638","https://openalex.org/W3006326483","https://openalex.org/W3014974815","https://openalex.org/W3128646645","https://openalex.org/W3130794141","https://openalex.org/W3135115453","https://openalex.org/W3172681723","https://openalex.org/W3185079644","https://openalex.org/W3201190151","https://openalex.org/W4296901926","https://openalex.org/W4310330006","https://openalex.org/W4311777178","https://openalex.org/W4320035307","https://openalex.org/W4385481295","https://openalex.org/W4388024378","https://openalex.org/W4389430914","https://openalex.org/W4390874575","https://openalex.org/W4391179369","https://openalex.org/W4391235353","https://openalex.org/W4391929768","https://openalex.org/W4393935425","https://openalex.org/W4400916918","https://openalex.org/W4404612908","https://openalex.org/W4408011351","https://openalex.org/W4410721542","https://openalex.org/W4410780749","https://openalex.org/W4413112041","https://openalex.org/W4413158215"],"related_works":[],"abstract_inverted_index":{"Lung":[0],"cancer":[1],"outcomes":[2],"depend":[3],"on":[4,107],"early":[5],"detection":[6],"and":[7,65,139,150,173],"accurate":[8],"lesion":[9],"delineation,":[10],"yet":[11],"conventional":[12,147],"segmentation":[13,172],"methods":[14],"remain":[15],"clinically":[16],"detached":[17],"by":[18,72],"yielding":[19],"scanner":[20],"sensitive":[21,82],"pixel":[22],"masks":[23],"that":[24,45,132,159],"do":[25],"not":[26],"align":[27],"with":[28,49,120],"radiologist":[29],"language":[30],"or":[31],"reporting":[32],"standards.":[33],"To":[34],"address":[35],"this":[36],"limitation,":[37],"we":[38],"propose":[39],"BiomedLoop,":[40],"a":[41,73],"text":[42,96],"guided":[43],"framework":[44],"integrates":[46],"semantic":[47,161],"descriptions":[48],"spatial":[50,162],"quantification":[51],"to":[52,79,98,145],"mirror":[53],"routine":[54],"diagnostic":[55],"practice.":[56],"Our":[57],"pipeline":[58],"couples":[59],"localization":[60,102],"via":[61],"fine-tuned":[62],"Grounding":[63],"DINO":[64],"refinement":[66],"using":[67],"SEEM,":[68],"which":[69],"is":[70],"enhanced":[71],"novel":[74],"Uncertainty":[75],"Aware":[76],"Feature":[77],"Modulator":[78],"ensure":[80],"boundary":[81],"representation.":[83],"A":[84],"core":[85],"innovation":[86],"involves":[87],"converting":[88],"mask":[89],"derived":[90],"geometric":[91],"descriptors":[92],"into":[93],"structured":[94,117],"pseudo":[95],"prompts":[97],"fine":[99],"tune":[100],"the":[101,114,121,167],"pathway,":[103],"enabling":[104],"supervision":[105],"even":[106],"datasets":[108],"without":[109],"native":[110],"radiology":[111],"reports.":[112],"Additionally,":[113],"system":[115],"outputs":[116],"reports":[118],"compliant":[119],"TID":[122],"1500":[123],"specification.":[124],"Extensive":[125],"experiments":[126],"across":[127],"five":[128],"public":[129],"benchmarks":[130],"demonstrate":[131],"BiomedLoop":[133],"yields":[134],"elevated":[135],"Dice":[136],"similarity":[137],"coefficients":[138],"consistently":[140],"lower":[141],"Hausdorff":[142],"distances":[143],"relative":[144],"both":[146],"CNN":[148],"architectures":[149],"Segment":[151],"Anything":[152],"Model":[153],"variants.":[154],"Collectively,":[155],"these":[156],"results":[157],"show":[158],"systematic":[160],"joint":[163],"modeling":[164],"successfully":[165],"bridges":[166],"critical":[168],"disconnect":[169],"between":[170],"traditional":[171],"clinical":[174],"utility":[175],"in":[176],"resource":[177],"limited":[178],"settings.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-24T05:59:24.953642","created_date":"2026-02-13T00:00:00"}
