{"id":"https://openalex.org/W4395095337","doi":"https://doi.org/10.3934/mbe.2024253","title":"Multi-phase features interaction transformer network for liver tumor segmentation and microvascular invasion assessment in contrast-enhanced CT","display_name":"Multi-phase features interaction transformer network for liver tumor segmentation and microvascular invasion assessment in contrast-enhanced CT","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4395095337","doi":"https://doi.org/10.3934/mbe.2024253","pmid":"https://pubmed.ncbi.nlm.nih.gov/38872556"},"language":"en","primary_location":{"id":"doi:10.3934/mbe.2024253","doi":"https://doi.org/10.3934/mbe.2024253","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mbe.2024253","pdf_url":null,"source":{"id":"https://openalex.org/S113214489","display_name":"Mathematical Biosciences & Engineering","issn_l":"1547-1063","issn":["1547-1063","1551-0018"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310316012","host_organization_name":"Arizona State University","host_organization_lineage":["https://openalex.org/P4310316012"],"host_organization_lineage_names":["Arizona State University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Biosciences and Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3934/mbe.2024253","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Wencong Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Wencong Zhang","raw_affiliation_strings":["Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore","Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047938838","display_name":"Yuxi Tao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210113039","display_name":"Fifth Affiliated Hospital of Sun Yat-sen University","ror":"https://ror.org/023te5r95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113039"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxi Tao","raw_affiliation_strings":["Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I4210113039"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102653753","display_name":"Zhanyao Huang","orcid":"https://orcid.org/0009-0001-5958-3322","observed_orcids":["https://orcid.org/0009-0001-5958-3322"]},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhanyao Huang","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387744","display_name":"Yue Li","orcid":"https://orcid.org/0000-0001-8198-9911","observed_orcids":["https://orcid.org/0000-0001-8198-9911"]},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Li","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011705308","display_name":"Yingjia Chen","orcid":"https://orcid.org/0009-0004-9737-2392","observed_orcids":["https://orcid.org/0009-0004-9737-2392"]},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjia Chen","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tengfei Song","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210113039","display_name":"Fifth Affiliated Hospital of Sun Yat-sen University","ror":"https://ror.org/023te5r95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113039"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tengfei Song","raw_affiliation_strings":["Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I4210113039"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101614628","display_name":"Xiangyuan Ma","orcid":"https://orcid.org/0000-0002-8107-6861","observed_orcids":["https://orcid.org/0000-0002-8107-6861"]},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyuan Ma","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100663307","display_name":"Yaqin Zhang","orcid":"https://orcid.org/0000-0001-7473-2755","observed_orcids":["https://orcid.org/0000-0001-7473-2755"]},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I4210113039","display_name":"Fifth Affiliated Hospital of Sun Yat-sen University","ror":"https://ror.org/023te5r95","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113039"]}],"countries":["CN","SG"],"is_corresponding":true,"raw_author_name":"Yaqin Zhang","raw_affiliation_strings":["Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China","Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore","Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I4210113039"]},{"raw_affiliation_string":"Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100663307"],"corresponding_institution_ids":["https://openalex.org/I157773358","https://openalex.org/I165932596","https://openalex.org/I32574673","https://openalex.org/I4210113039"],"apc_list":{"value":1000,"currency":"USD","value_usd":1000},"apc_paid":{"value":1000,"currency":"USD","value_usd":1000},"fwci":0.351,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.48798146,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"21","issue":"4","first_page":"5735","last_page":"5761"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9804999828338623,"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"}},"topics":[{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9804999828338623,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.009399999864399433,"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/T10862","display_name":"AI in cancer detection","score":0.0026000000070780516,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/liver-tumor-segmentation","display_name":"liver tumor segmentation","score":1.0},{"id":"https://openalex.org/keywords/microvascular-invasion","display_name":"microvascular invasion","score":0.9139999747276306},{"id":"https://openalex.org/keywords/contrast-enhanced-computed-tomography","display_name":"contrast-enhanced CT","score":0.9399999976158142},{"id":"https://openalex.org/keywords/multiphase-ct","display_name":"multiphase CT","score":0.9419999718666077},{"id":"https://openalex.org/keywords/feature-interaction","display_name":"feature interaction","score":0.5709999799728394},{"id":"https://openalex.org/keywords/encoder-decoder-transformer","display_name":"transformer encoder-decoder","score":0.7829999923706055},{"id":"https://openalex.org/keywords/radiomic-features","display_name":"radiomic features","score":0.8949999809265137},{"id":"https://openalex.org/keywords/liver-cancer-diagnosis","display_name":"liver cancer diagnosis","score":0.5410000085830688}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7258259057998657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.639143705368042},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5553285479545593},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5201299786567688},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4963985085487366},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.412320077419281},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003287","descriptor_name":"Contrast Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","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":"Q000098","qualifier_name":"blood supply","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000473","qualifier_name":"pathology","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":"Q000098","qualifier_name":"blood supply","is_major_topic":true},{"descriptor_ui":"D008113","descriptor_name":"Liver Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009361","descriptor_name":"Neoplasm Invasiveness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011857","descriptor_name":"Radiographic Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055806","descriptor_name":"Microvessels","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D055806","descriptor_name":"Microvessels","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.3934/mbe.2024253","doi":"https://doi.org/10.3934/mbe.2024253","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mbe.2024253","pdf_url":null,"source":{"id":"https://openalex.org/S113214489","display_name":"Mathematical Biosciences & Engineering","issn_l":"1547-1063","issn":["1547-1063","1551-0018"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310316012","host_organization_name":"Arizona State University","host_organization_lineage":["https://openalex.org/P4310316012"],"host_organization_lineage_names":["Arizona State University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Biosciences and Engineering","raw_type":"journal-article"},{"id":"pmid:38872556","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38872556","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,"listed_in":[],"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":"Mathematical biosciences and engineering : MBE","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:8eab0ac54ab347e884eef501e298049c","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/8eab0ac54ab347e884eef501e298049c","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,"listed_in":[],"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":"Mathematical Biosciences and Engineering, Vol 21, Iss 4, Pp 5735-5761 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3934/mbe.2024253","doi":"https://doi.org/10.3934/mbe.2024253","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mbe.2024253","pdf_url":null,"source":{"id":"https://openalex.org/S113214489","display_name":"Mathematical Biosciences & Engineering","issn_l":"1547-1063","issn":["1547-1063","1551-0018"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310316012","host_organization_name":"Arizona State University","host_organization_lineage":["https://openalex.org/P4310316012"],"host_organization_lineage_names":["Arizona State University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Biosciences and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2028877451","https://openalex.org/W2069461098","https://openalex.org/W2084831515","https://openalex.org/W2101401863","https://openalex.org/W2103637700","https://openalex.org/W2139954808","https://openalex.org/W2158378333","https://openalex.org/W2175951243","https://openalex.org/W2258218340","https://openalex.org/W2526009326","https://openalex.org/W2582058104","https://openalex.org/W2600979969","https://openalex.org/W2606378806","https://openalex.org/W2766785165","https://openalex.org/W2767128594","https://openalex.org/W2798665804","https://openalex.org/W2897666251","https://openalex.org/W2914320852","https://openalex.org/W2943278887","https://openalex.org/W2964121744","https://openalex.org/W2970814473","https://openalex.org/W2986785750","https://openalex.org/W3013395723","https://openalex.org/W3015788359","https://openalex.org/W3081032187","https://openalex.org/W3089914759","https://openalex.org/W3094502228","https://openalex.org/W3096244759","https://openalex.org/W3121523901","https://openalex.org/W3127751679","https://openalex.org/W3128646645","https://openalex.org/W3132503749","https://openalex.org/W3133325202","https://openalex.org/W3133737152","https://openalex.org/W3135494801","https://openalex.org/W3159645096","https://openalex.org/W3196051023","https://openalex.org/W3204860973","https://openalex.org/W3205076722","https://openalex.org/W3213290340","https://openalex.org/W3215752673","https://openalex.org/W4205145890","https://openalex.org/W4205663987","https://openalex.org/W4206318638","https://openalex.org/W4210774372","https://openalex.org/W4221163766","https://openalex.org/W4225528831","https://openalex.org/W4281620362","https://openalex.org/W4282967574","https://openalex.org/W4284708757","https://openalex.org/W4293163051","https://openalex.org/W4295925316","https://openalex.org/W4307726656","https://openalex.org/W4308634161","https://openalex.org/W4321232185","https://openalex.org/W4323357155","https://openalex.org/W4366526043","https://openalex.org/W4377102723"],"related_works":["https://openalex.org/W4391452758","https://openalex.org/W4390350589","https://openalex.org/W4389542671","https://openalex.org/W4415766212","https://openalex.org/W4411738905","https://openalex.org/W3133737152","https://openalex.org/W4391019575","https://openalex.org/W4390399324","https://openalex.org/W4414229490","https://openalex.org/W4411711937"],"abstract_inverted_index":{"Precise":[0],"segmentation":[1,35,68,234],"of":[2,141,165,222,235,243],"liver":[3,33,66,149,189,237,260],"tumors":[4,261],"from":[5],"computed":[6],"tomography":[7],"(CT)":[8],"scans":[9],"is":[10],"a":[11,56,70,116,128,175],"prerequisite":[12],"step":[13],"in":[14,27,76,219,258],"various":[15,202],"clinical":[16,163,176],"applications.":[17],"Multi-phase":[18],"CT":[19,78,179,245],"imaging":[20],"enhances":[21],"tumor":[22,34,67,150,210],"characterization,":[23],"thereby":[24],"assisting":[25],"radiologists":[26,257],"accurate":[28,65],"identification.":[29],"However,":[30],"existing":[31],"automatic":[32],"models":[36],"did":[37],"not":[38],"fully":[39],"exploit":[40],"multi-phase":[41,58,86,105,177,244],"information":[42],"and":[43,69,120,139,262],"lacked":[44],"the":[45,81,103,109,137,142,148,162,166,196,209,220,233,241,253],"capability":[46,111],"to":[47,92,112,135,146,157,201,255],"capture":[48],"global":[49,114],"information.":[50,106],"In":[51,80,225],"this":[52],"study,":[53],"we":[54,126,206],"developed":[55],"pioneering":[57],"feature":[59,95,131],"interaction":[60,88,96],"Transformer":[61],"network":[62,251],"(MI-TransSeg)":[63],"for":[64,161,232],"subsequent":[71],"microvascular":[72,223,264],"invasion":[73],"(MVI)":[74],"assessment":[75,221],"contrast-enhanced":[77,178],"images.":[79],"proposed":[82,143,197,249],"network,":[83],"an":[84,229],"efficient":[85],"features":[87,160],"module":[89],"was":[90,123,182,199],"introduced":[91],"enable":[93],"bi-directional":[94],"among":[97],"multiple":[98],"phases,":[99],"thus":[100,239],"maximally":[101],"exploiting":[102],"available":[104],"To":[107],"enhance":[108],"model's":[110],"extract":[113,158],"information,":[115],"hierarchical":[117],"transformer-based":[118],"encoder":[119],"decoder":[121],"architecture":[122],"designed.":[124],"Importantly,":[125],"devised":[127],"multi-resolution":[129],"scales":[130],"aggregation":[132],"strategy":[133],"(MSFA)":[134],"optimize":[136],"parameters":[138],"performance":[140],"model.":[144],"Subsequent":[145],"segmentation,":[147],"masks":[151],"generated":[152],"by":[153,213],"MI-TransSeg":[154,198,227,250],"were":[155],"applied":[156],"radiomic":[159],"applications":[164],"MVI":[167],"assessment.":[168],"With":[169],"Institutional":[170],"Review":[171],"Board":[172],"(IRB)":[173],"approval,":[174],"abdominal":[180],"dataset":[181],"collected":[183],"that":[184,195,208],"included":[185],"164":[186],"patients":[187],"with":[188],"tumors.":[190],"The":[191,248],"experimental":[192],"results":[193],"demonstrated":[194],"superior":[200],"state-of-the-art":[203],"methods.":[204],"Additionally,":[205],"found":[207],"mask":[211],"predicted":[212],"our":[214],"method":[215],"showed":[216],"promising":[217],"potential":[218,254],"invasion.":[224,265],"conclusion,":[226],"presents":[228],"innovative":[230],"paradigm":[231],"complex":[236],"tumors,":[238],"underscoring":[240],"significance":[242],"data":[246],"exploitation.":[247],"has":[252],"assist":[256],"diagnosing":[259],"assessing":[263]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-04-25T00:00:00"}