{"id":"https://openalex.org/W4225404396","doi":"https://doi.org/10.1109/jbhi.2022.3171985","title":"TRSA-Net: Task Relation Spatial Co-Attention for Joint Segmentation, Quantification and Uncertainty Estimation on Paired 2D Echocardiography","display_name":"TRSA-Net: Task Relation Spatial Co-Attention for Joint Segmentation, Quantification and Uncertainty Estimation on Paired 2D Echocardiography","publication_year":2022,"publication_date":"2022-05-03","ids":{"openalex":"https://openalex.org/W4225404396","doi":"https://doi.org/10.1109/jbhi.2022.3171985","pmid":"https://pubmed.ncbi.nlm.nih.gov/35503848"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3171985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3171985","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5042525427","display_name":"Xiaoxiao Cui","orcid":"https://orcid.org/0000-0003-3815-098X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxiao Cui","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-3815-098X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022412546","display_name":"Yankun Cao","orcid":"https://orcid.org/0000-0003-0636-5417"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yankun Cao","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-0636-5417","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100382302","display_name":"Zhi Liu","orcid":"https://orcid.org/0000-0002-7640-5982"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Liu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-7640-5982","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065718186","display_name":"Xiaoyu Sui","orcid":"https://orcid.org/0000-0001-8741-2902"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Sui","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020203642","display_name":"Jia Mi","orcid":"https://orcid.org/0000-0002-4435-579X"},"institutions":[{"id":"https://openalex.org/I4210116517","display_name":"Shandong Provincial Hospital","ror":"https://ror.org/02ar2nf05","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Mi","raw_affiliation_strings":["Special Examination Department, Shandong Provincial Third Hospital, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Special Examination Department, Shandong Provincial Third Hospital, Jinan, China","institution_ids":["https://openalex.org/I4210116517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049807721","display_name":"Yuezhong Zhang","orcid":"https://orcid.org/0000-0002-0580-9939"},"institutions":[{"id":"https://openalex.org/I4210116517","display_name":"Shandong Provincial Hospital","ror":"https://ror.org/02ar2nf05","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116517"]},{"id":"https://openalex.org/I4210163399","display_name":"Shandong First Medical University","ror":"https://ror.org/05jb9pq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuezhong Zhang","raw_affiliation_strings":["Department of Ultrasound, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-0580-9939","affiliations":[{"raw_affiliation_string":"Department of Ultrasound, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China","institution_ids":["https://openalex.org/I4210116517","https://openalex.org/I4210163399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101414718","display_name":"Lizhen Cui","orcid":"https://orcid.org/0000-0002-8262-8883"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lizhen Cui","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-8262-8883","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100386630","display_name":"Shuo Li","orcid":"https://orcid.org/0000-0002-5184-3230"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shuo Li","raw_affiliation_strings":["Department of Medical Imaging, Western University, London, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5184-3230","affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.663,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.84642817,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"26","issue":"8","first_page":"4067","last_page":"4078"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10172","display_name":"Cardiac Valve Diseases and Treatments","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10036","display_name":"Advanced Neural Network Applications","score":0.9891999959945679,"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":0.7338418960571289},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.680547833442688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6341216564178467},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.5707781314849854},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.563887894153595},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5594209432601929},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5360603332519531},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.46139809489250183},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.4545029103755951},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.42922770977020264},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4197680354118347},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41549697518348694},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3197292685508728},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.13714542984962463}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7338418960571289},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.680547833442688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6341216564178467},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5707781314849854},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.563887894153595},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5594209432601929},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5360603332519531},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.46139809489250183},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.4545029103755951},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.42922770977020264},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4197680354118347},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41549697518348694},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3197292685508728},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.13714542984962463},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004452","descriptor_name":"Echocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004452","descriptor_name":"Echocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004452","descriptor_name":"Echocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006352","descriptor_name":"Heart Ventricles","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"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":"D007091","descriptor_name":"Image Processing, 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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013909","descriptor_name":"Thorax","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013909","descriptor_name":"Thorax","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013909","descriptor_name":"Thorax","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3171985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3171985","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:35503848","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35503848","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7597528733","display_name":null,"funder_award_id":"ZR2019ZD05","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1038736503","https://openalex.org/W1480873147","https://openalex.org/W1566020886","https://openalex.org/W1821462560","https://openalex.org/W2104095591","https://openalex.org/W2119743834","https://openalex.org/W2152826865","https://openalex.org/W2610571781","https://openalex.org/W2617685473","https://openalex.org/W2618456149","https://openalex.org/W2618523870","https://openalex.org/W2621477274","https://openalex.org/W2752782242","https://openalex.org/W2755733877","https://openalex.org/W2794094383","https://openalex.org/W2887976372","https://openalex.org/W2893406581","https://openalex.org/W2899685551","https://openalex.org/W2912916876","https://openalex.org/W2915232829","https://openalex.org/W2931569196","https://openalex.org/W2952787292","https://openalex.org/W2963091558","https://openalex.org/W2963238274","https://openalex.org/W2972635947","https://openalex.org/W2979745810","https://openalex.org/W2980246484","https://openalex.org/W2980688977","https://openalex.org/W2981744453","https://openalex.org/W2990249872","https://openalex.org/W2996290406","https://openalex.org/W3005193778","https://openalex.org/W3011573465","https://openalex.org/W3015910149","https://openalex.org/W3017135785","https://openalex.org/W3089717863","https://openalex.org/W3090521999","https://openalex.org/W3095569631","https://openalex.org/W3119635706","https://openalex.org/W4249896096","https://openalex.org/W6638523607","https://openalex.org/W6730042731","https://openalex.org/W6768454739"],"related_works":["https://openalex.org/W1603736412","https://openalex.org/W2375480909","https://openalex.org/W4304185162","https://openalex.org/W2353314428","https://openalex.org/W4379231730","https://openalex.org/W2061685118","https://openalex.org/W3006282800","https://openalex.org/W2462100143","https://openalex.org/W2012019886","https://openalex.org/W1770503332"],"abstract_inverted_index":{"Clinical":[0],"workflow":[1],"of":[2,14,35,151,162,178],"cardiac":[3],"assessment":[4],"on":[5,41,85,181,204],"2D":[6,42,87],"echocardiography":[7,43],"requires":[8],"both":[9],"accurate":[10,202],"segmentation":[11,50,126,152,198],"and":[12,23,82,116,127,134,153,164,188,200],"quantification":[13,154],"the":[15,33,55,97,108,125,142,149,167,176,182],"Left":[16],"Ventricle":[17],"(LV)":[18],"from":[19],"paired":[20,86],"apical":[21],"4-chamber":[22],"2-chamber.":[24],"Moreover,":[25],"uncertainty":[26,83],"estimation":[27,84],"is":[28],"significant":[29],"in":[30,124],"clinically":[31],"understanding":[32],"performance":[34,199],"a":[36,58,67],"model.":[37],"However,":[38],"current":[39],"research":[40],"ignores":[44],"this":[45,63],"vital":[46],"task":[47,103],"while":[48],"joint":[49,79,92],"with":[51,70],"quantification,":[52,81],"hence":[53],"motivating":[54],"need":[56],"for":[57,78],"unified":[59],"optimization":[60,145],"method.":[61],"In":[62],"paper,":[64],"we":[65],"propose":[66],"multitask":[68,91,143],"model":[69],"Task":[71],"Relation":[72],"Spatial":[73],"co-Attention":[74],"(referred":[75],"as":[76],"TRSA-Net)":[77],"segmentation,":[80],"echo.":[88],"TRSA-Net":[89,180],"achieves":[90],"learning":[93,144,150],"by":[94,114],"novelly":[95],"exploring":[96],"spatial":[98,105,109,122],"correlation":[99],"between":[100,170],"tasks.":[101],"The":[102,129,156],"relation":[104],"co-attention":[106],"learns":[107],"mapping":[110],"among":[111],"task-specific":[112],"features":[113],"non-local":[115],"co-excitation,":[117],"which":[118],"forcibly":[119],"joints":[120],"embedded":[121],"information":[123],"quantification.":[128,205],"Boundary-aware":[130],"Structure":[131],"Consistency":[132],"(BSC)":[133],"Joint":[135],"Indices":[136],"Constraint":[137],"(JIC)":[138],"are":[139],"integrated":[140],"into":[141],"objective":[146],"to":[147],"guide":[148],"paths.":[155],"BSC":[157],"creatively":[158],"promotes":[159],"structural":[160],"similarity":[161],"predictions,":[163],"JIC":[165],"explores":[166],"internal":[168],"relationship":[169],"three":[171],"quantitative":[172],"indices.":[173],"We":[174],"validate":[175],"efficacy":[177],"our":[179,193],"public":[183],"CAMUS":[184],"dataset.":[185],"Extensive":[186],"comparison":[187],"ablation":[189],"experiments":[190],"show":[191],"that":[192],"approach":[194],"can":[195],"achieve":[196],"competitive":[197],"highly":[201],"results":[203]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
