{"id":"https://openalex.org/W4403721230","doi":"https://doi.org/10.1109/tai.2024.3485524","title":"MTECC: A Multitask Learning Framework for Esophageal Cancer Analysis","display_name":"MTECC: A Multitask Learning Framework for Esophageal Cancer Analysis","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4403721230","doi":"https://doi.org/10.1109/tai.2024.3485524"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2024.3485524","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3485524","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5055976919","display_name":"Jianpeng An","orcid":"https://orcid.org/0000-0002-9108-6182"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianpeng An","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-9108-6182","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wenqi Li","orcid":"https://orcid.org/0009-0001-2059-6062"},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqi Li","raw_affiliation_strings":["Department of Pathology, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0001-2059-6062","affiliations":[{"raw_affiliation_string":"Department of Pathology, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China","institution_ids":["https://openalex.org/I2802573037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101636050","display_name":"Yunhao Bai","orcid":"https://orcid.org/0000-0001-6339-122X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunhao Bai","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-6339-122X","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032108644","display_name":"Huazhen Chen","orcid":"https://orcid.org/0000-0003-0890-1826"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huazhen Chen","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-0890-1826","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gang Zhao","orcid":"https://orcid.org/0009-0003-7522-1262"},"institutions":[{"id":"https://openalex.org/I2802573037","display_name":"Tianjin Medical University Cancer Institute and Hospital","ror":"https://ror.org/0152hn881","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802573037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Zhao","raw_affiliation_strings":["Department of Pathology, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0003-7522-1262","affiliations":[{"raw_affiliation_string":"Department of Pathology, Key Laboratory of Cancer Prevention and Therapy, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China","institution_ids":["https://openalex.org/I2802573037"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qing Cai","orcid":"https://orcid.org/0009-0004-4005-211X"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Cai","raw_affiliation_strings":["School of Artificial Intelligence, Tiangong University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0004-4005-211X","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Tiangong University, Tianjin, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082820311","display_name":"Zhongke Gao","orcid":"https://orcid.org/0000-0002-9551-202X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongke Gao","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-9551-202X","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9896,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78083738,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"5","issue":"12","first_page":"6739","last_page":"6751"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10619","display_name":"Esophageal Cancer Research and Treatment","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10619","display_name":"Esophageal Cancer Research and Treatment","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10417","display_name":"Lung Cancer Treatments and Mutations","score":0.9111999869346619,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/esophageal-cancer","display_name":"Esophageal cancer","score":0.7146867513656616},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5929580330848694},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45472705364227295},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3286041021347046},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.22180187702178955},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.17581802606582642},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12666231393814087},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.06730210781097412}],"concepts":[{"id":"https://openalex.org/C2779742542","wikidata":"https://www.wikidata.org/wiki/Q372701","display_name":"Esophageal cancer","level":3,"score":0.7146867513656616},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5929580330848694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45472705364227295},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3286041021347046},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.22180187702178955},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.17581802606582642},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12666231393814087},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.06730210781097412}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tai.2024.3485524","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3485524","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W2085492510","https://openalex.org/W2103243046","https://openalex.org/W2106787323","https://openalex.org/W2194775991","https://openalex.org/W2730750538","https://openalex.org/W2896457183","https://openalex.org/W2906395823","https://openalex.org/W2913941036","https://openalex.org/W2923754865","https://openalex.org/W2944008489","https://openalex.org/W2952481429","https://openalex.org/W2963446712","https://openalex.org/W3028482357","https://openalex.org/W3035524453","https://openalex.org/W3037083567","https://openalex.org/W3093261564","https://openalex.org/W3096609285","https://openalex.org/W3104135675","https://openalex.org/W3121523901","https://openalex.org/W3126637267","https://openalex.org/W3128158496","https://openalex.org/W3134849846","https://openalex.org/W3135547872","https://openalex.org/W3138516171","https://openalex.org/W3139633126","https://openalex.org/W3159481202","https://openalex.org/W3182999054","https://openalex.org/W3203168750","https://openalex.org/W3204166336","https://openalex.org/W3217483830","https://openalex.org/W4206446606","https://openalex.org/W4213049833","https://openalex.org/W4214937665","https://openalex.org/W4220896502","https://openalex.org/W4221020680","https://openalex.org/W4225142522","https://openalex.org/W4306250152","https://openalex.org/W4312468136","https://openalex.org/W4312747676","https://openalex.org/W4313156423","https://openalex.org/W4313471926","https://openalex.org/W4387609066","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4402916020","https://openalex.org/W6739365718","https://openalex.org/W6762718338","https://openalex.org/W6779326418","https://openalex.org/W6784333009","https://openalex.org/W6796721132","https://openalex.org/W6803426362"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"In":[0],"the":[1,7,30,40,61,98,118,144,154],"field":[2],"of":[3,12,46,95,100,153,174,179,184],"esophageal":[4,63,159,211],"cancer":[5,64,160],"diagnostics,":[6],"accurate":[8],"identification":[9],"and":[10,14,78,139,181,209],"classification":[11,65,142],"tumors":[13],"adjacent":[15],"tissues":[16,125],"within":[17,126],"whole":[18],"slide":[19],"images":[20],"(WSIs)":[21],"are":[22],"critical.":[23],"However,":[24],"this":[25,57],"task":[26],"is":[27,97],"complicated":[28],"by":[29],"difficulty":[31],"in":[32,43,193,207],"annotating":[33],"normal":[34],"tissue":[35,48,141],"on":[36,156],"tumor-bearing":[37],"slides,":[38],"as":[39],"infiltration":[41],"results":[42],"a":[44,85,190],"blend":[45],"different":[47,112],"types,":[49],"making":[50],"annotation":[51],"difficult":[52],"for":[53,89,123,205],"pathologists.":[54],"To":[55],"overcome":[56],"challenge,":[58],"we":[59],"introduce":[60],"multitask":[62],"(MTECC)":[66],"framework,":[67],"featuring":[68],"an":[69,102,172,176,182],"innovative":[70,103],"dual-branch":[71],"architecture":[72],"that":[73,107],"operates":[74],"at":[75,143],"both":[76],"global":[77,137],"local":[79,148],"levels.":[80],"The":[81,150,165,186],"framework":[82],"initially":[83],"employs":[84],"masked":[86],"autoencoder":[87],"(MAE)":[88],"self-supervised":[90],"learning.":[91],"A":[92],"distinctive":[93],"feature":[94],"MTECC":[96,129,155,187],"integration":[99],"RandoMix,":[101],"image":[104,200],"augmentation":[105],"technique":[106],"randomly":[108],"exchanges":[109],"patches":[110],"between":[111],"images.":[113],"This":[114],"method":[115,188],"significantly":[116],"enhances":[117],"model's":[119],"generalization":[120],"ability,":[121],"especially":[122],"recognizing":[124],"cancerous":[127],"slides.":[128],"ingeniously":[130],"integrates":[131],"two":[132],"tasks:":[133],"tumor":[134],"detection":[135],"using":[136,147],"tokens,":[138],"fine-grained":[140],"patch":[145],"level":[146],"tokens.":[149],"empirical":[151],"evaluation":[152],"our":[157],"extensive":[158],"dataset":[161],"substantiates":[162],"its":[163],"efficacy.":[164],"performance":[166],"metrics":[167],"indicate":[168],"robust":[169],"results,":[170],"with":[171],"accuracy":[173],"0.811,":[175],"F1":[177],"score":[178],"0.735,":[180],"AUC":[183],"0.957.":[185],"represents":[189],"significant":[191],"advancement":[192],"applying":[194],"deep":[195],"learning":[196],"to":[197],"complex":[198],"pathological":[199],"analysis,":[201],"offering":[202],"valuable":[203],"tools":[204],"pathologists":[206],"diagnosing":[208],"treating":[210],"cancer.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}