{"id":"https://openalex.org/W7162291905","doi":"https://doi.org/10.1016/j.cmpb.2026.109464","title":"DS-MTNet: A dual-stream multi-task network for histopathology localization and histologic risk stratification from small biopsy specimens of bladder cancer","display_name":"DS-MTNet: A dual-stream multi-task network for histopathology localization and histologic risk stratification from small biopsy specimens of bladder cancer","publication_year":2026,"publication_date":"2026-05-25","ids":{"openalex":"https://openalex.org/W7162291905","doi":"https://doi.org/10.1016/j.cmpb.2026.109464","pmid":"https://pubmed.ncbi.nlm.nih.gov/42224789"},"language":"en","primary_location":{"id":"doi:10.1016/j.cmpb.2026.109464","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2026.109464","pdf_url":null,"source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002309990","display_name":"Langyuan Fu","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":"Langyuan Fu","raw_affiliation_strings":["Department of Psychiatry, Shengjing Hospital of China Medical University, Shenyang, Liaoning, 110004, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Shengjing Hospital of China Medical University, Shenyang, Liaoning, 110004, China","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136914059","display_name":"Bo Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161255","display_name":"Liaoning Cancer Hospital & Institute","ror":"https://ror.org/05d659s21","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Huang","raw_affiliation_strings":["Department of Pathology, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, Liaoning, 110042, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, Liaoning, 110042, China","institution_ids":["https://openalex.org/I4210161255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033376251","display_name":"Lingling Shi","orcid":"https://orcid.org/0000-0001-8213-689X"},"institutions":[{"id":"https://openalex.org/I4210161255","display_name":"Liaoning Cancer Hospital & Institute","ror":"https://ror.org/05d659s21","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingling Shi","raw_affiliation_strings":["Department of Pathology, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, Liaoning, 110042, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, Liaoning, 110042, China","institution_ids":["https://openalex.org/I4210161255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113145072","display_name":"Yikang Geng","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":"Yikang Geng","raw_affiliation_strings":["School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136907637","display_name":"Jiaxin Li","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":"Jiaxin Li","raw_affiliation_strings":["School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111844879","display_name":"Linpeng Cui","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":"Linpeng Cui","raw_affiliation_strings":["School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136917147","display_name":"Ran Cao","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":"Ran Cao","raw_affiliation_strings":["School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China","institution_ids":["https://openalex.org/I91656880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061962526","display_name":"Xiran Jiang","orcid":"https://orcid.org/0000-0002-9640-6368"},"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":true,"raw_author_name":"Xiran Jiang","raw_affiliation_strings":["School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China. Electronic address: xrjiang@cmu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Intelligent Medicine, China Medical University, Shenyang, Liaoning, 110122, China. Electronic address: xrjiang@cmu.edu.cn","institution_ids":["https://openalex.org/I91656880"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5061962526"],"corresponding_institution_ids":["https://openalex.org/I91656880"],"apc_list":{"value":2880,"currency":"USD","value_usd":2880},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.64142435,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"284","issue":null,"first_page":"109464","last_page":"109464"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.7163000106811523,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.7163000106811523,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.05719999969005585,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.025599999353289604,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.76419997215271},{"id":"https://openalex.org/keywords/histopathology","display_name":"Histopathology","score":0.7598999738693237},{"id":"https://openalex.org/keywords/bladder-cancer","display_name":"Bladder cancer","score":0.697700023651123},{"id":"https://openalex.org/keywords/biopsy","display_name":"Biopsy","score":0.5842000246047974},{"id":"https://openalex.org/keywords/stratification","display_name":"Stratification (seeds)","score":0.36469998955726624},{"id":"https://openalex.org/keywords/needle-biopsy","display_name":"Needle biopsy","score":0.3237000107765198}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8416000008583069},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.76419997215271},{"id":"https://openalex.org/C544855455","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathology","level":2,"score":0.7598999738693237},{"id":"https://openalex.org/C2780352672","wikidata":"https://www.wikidata.org/wiki/Q504775","display_name":"Bladder cancer","level":3,"score":0.697700023651123},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.5842000246047974},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4787999987602234},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.41659998893737793},{"id":"https://openalex.org/C192943249","wikidata":"https://www.wikidata.org/wiki/Q1893382","display_name":"Stratification (seeds)","level":5,"score":0.36469998955726624},{"id":"https://openalex.org/C2992613538","wikidata":"https://www.wikidata.org/wiki/Q180071","display_name":"Needle biopsy","level":3,"score":0.3237000107765198},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C2992225637","wikidata":"https://www.wikidata.org/wiki/Q504775","display_name":"Bladder tumor","level":4,"score":0.29019999504089355},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.2849999964237213},{"id":"https://openalex.org/C2779762690","wikidata":"https://www.wikidata.org/wiki/Q9382","display_name":"Urinary bladder","level":2,"score":0.27810001373291016},{"id":"https://openalex.org/C2910508445","wikidata":"https://www.wikidata.org/wiki/Q504775","display_name":"Bladder Neoplasm","level":4,"score":0.2752000093460083},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2639999985694885},{"id":"https://openalex.org/C126894567","wikidata":"https://www.wikidata.org/wiki/Q105650","display_name":"Urology","level":1,"score":0.2630999982357025}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001706","descriptor_name":"Biopsy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001749","descriptor_name":"Urinary Bladder Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001749","descriptor_name":"Urinary Bladder Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"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":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059016","descriptor_name":"Tumor Microenvironment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.cmpb.2026.109464","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2026.109464","pdf_url":null,"source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},{"id":"pmid:42224789","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42224789","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":"Computer methods and programs in biomedicine","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1965451568","https://openalex.org/W1974195684","https://openalex.org/W1975103383","https://openalex.org/W1982048464","https://openalex.org/W2000722309","https://openalex.org/W2010447105","https://openalex.org/W2098190677","https://openalex.org/W2117539524","https://openalex.org/W2130695501","https://openalex.org/W2152455106","https://openalex.org/W2248620004","https://openalex.org/W2301685087","https://openalex.org/W2343160907","https://openalex.org/W2570682666","https://openalex.org/W2592905743","https://openalex.org/W2609464379","https://openalex.org/W2760946358","https://openalex.org/W2907492528","https://openalex.org/W2916183155","https://openalex.org/W2945807221","https://openalex.org/W2952846726","https://openalex.org/W2956228567","https://openalex.org/W2962804068","https://openalex.org/W2991564522","https://openalex.org/W2996092187","https://openalex.org/W3016006586","https://openalex.org/W3018647685","https://openalex.org/W3030555654","https://openalex.org/W3046154346","https://openalex.org/W3096587759","https://openalex.org/W3104135675","https://openalex.org/W3109000640","https://openalex.org/W3116250686","https://openalex.org/W3119690984","https://openalex.org/W3135547872","https://openalex.org/W3148711710","https://openalex.org/W3157827687","https://openalex.org/W3165031368","https://openalex.org/W3175191608","https://openalex.org/W3201905155","https://openalex.org/W3203328008","https://openalex.org/W3211323346","https://openalex.org/W4214527799","https://openalex.org/W4281631055","https://openalex.org/W4282966980","https://openalex.org/W4290805456","https://openalex.org/W4290958800","https://openalex.org/W4293393555","https://openalex.org/W4296343584","https://openalex.org/W4302009796","https://openalex.org/W4309566562","https://openalex.org/W4317811196","https://openalex.org/W4319762935","https://openalex.org/W4378902057","https://openalex.org/W4386195711","https://openalex.org/W4392947521"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2026-05-26T00:00:00"}
