{"id":"https://openalex.org/W3133338219","doi":"https://doi.org/10.1117/12.2580697","title":"Multi-task learning of perceptive feature for thyroid malignant probability prediction","display_name":"Multi-task learning of perceptive feature for thyroid malignant probability prediction","publication_year":2021,"publication_date":"2021-02-12","ids":{"openalex":"https://openalex.org/W3133338219","doi":"https://doi.org/10.1117/12.2580697","mag":"3133338219"},"language":"en","primary_location":{"id":"doi:10.1117/12.2580697","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2580697","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2021: Computer-Aided Diagnosis","raw_type":"proceedings-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/A5052788867","display_name":"Zixiong Gao","orcid":"https://orcid.org/0000-0001-9928-3079"},"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":true,"raw_author_name":"Zixiong Gao","raw_affiliation_strings":["Sun Yat-Sen Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Sun Yat-Sen Univ. (China)","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100628854","display_name":"Yufan Chen","orcid":"https://orcid.org/0000-0003-2064-7541"},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210153930","display_name":"Guangdong Provincial People's Hospital","ror":"https://ror.org/045kpgw45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufan Chen","raw_affiliation_strings":["Guangdong Second Provincial General Hospital (China)","Southern Medical Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Guangdong Second Provincial General Hospital (China)","institution_ids":["https://openalex.org/I4210153930"]},{"raw_affiliation_string":"Southern Medical Univ. (China)","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008422665","display_name":"Wuping Mai","orcid":"https://orcid.org/0000-0002-5264-6597"},"institutions":[{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]},{"id":"https://openalex.org/I4210153930","display_name":"Guangdong Provincial People's Hospital","ror":"https://ror.org/045kpgw45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuping Mai","raw_affiliation_strings":["Guangdong Second Provincial General Hospital (China)","Southern Medical Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Guangdong Second Provincial General Hospital (China)","institution_ids":["https://openalex.org/I4210153930"]},{"raw_affiliation_string":"Southern Medical Univ. (China)","institution_ids":["https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026907508","display_name":"Yao Lu","orcid":"https://orcid.org/0000-0002-9873-8753"},"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/I4210135985","display_name":"Shanghai University of Medicine and Health Sciences","ror":"https://ror.org/03ns6aq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Lu","raw_affiliation_strings":["Shanghai Univ. of Medicine and Health Sciences (China)","Sun Yat-Sen Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Shanghai Univ. of Medicine and Health Sciences (China)","institution_ids":["https://openalex.org/I4210135985"]},{"raw_affiliation_string":"Sun Yat-Sen Univ. (China)","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056800670","display_name":"Shuyu Wu","orcid":"https://orcid.org/0000-0001-6186-1240"},"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":"Shuyu Wu","raw_affiliation_strings":["Sun Yat-Sen Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Sun Yat-Sen Univ. (China)","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044714861","display_name":"Hongmei Liu","orcid":"https://orcid.org/0000-0002-0641-7611"},"institutions":[{"id":"https://openalex.org/I4210153930","display_name":"Guangdong Provincial People's Hospital","ror":"https://ror.org/045kpgw45","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153930"]},{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongmei Liu","raw_affiliation_strings":["Guangdong Second Provincial General Hospital (China)","Southern Medical Univ. (China)"],"affiliations":[{"raw_affiliation_string":"Guangdong Second Provincial General Hospital (China)","institution_ids":["https://openalex.org/I4210153930"]},{"raw_affiliation_string":"Southern Medical Univ. (China)","institution_ids":["https://openalex.org/I58200834"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5052788867"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":0.0961,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.3451634,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"84","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.59579998254776,"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/T10057","display_name":"Face and Expression Recognition","score":0.59579998254776,"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/T10862","display_name":"AI in cancer detection","score":0.5863999724388123,"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/computer-science","display_name":"Computer science","score":0.7445674538612366},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6915907263755798},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6520218253135681},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6130451560020447},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49100950360298157},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32320737838745117},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05610409379005432}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7445674538612366},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6915907263755798},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6520218253135681},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6130451560020447},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49100950360298157},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32320737838745117},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05610409379005432},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2580697","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2580697","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2021: Computer-Aided Diagnosis","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"In":[0],"recent":[1],"years":[2],"many":[3],"computer-aided":[4],"diagnosis":[5],"systems":[6],"(CAD)":[7],"using":[8,69,98,132],"deep":[9],"learning":[10,54,62,116],"(DL)":[11],"were":[12,82],"developed":[13],"for":[14,64],"thyroid":[15,65],"classification.":[16],"However,":[17],"most":[18],"DL":[19],"approaches":[20],"have":[21],"flawed":[22],"clinical":[23],"interpretation":[24],"and":[25,101,136],"often":[26],"need":[27],"a":[28,60],"large":[29],"amount":[30],"of":[31,42,52,117,148,156,163],"supervised":[32],"data":[33,45],"to":[34,73,158],"ensure":[35],"performance.":[36],"For":[37],"medical":[38],"images,":[39],"the":[40,50,112,130,133,146,149,152,159],"costs":[41],"obtaining":[43],"labeled":[44],"are":[46],"relatively":[47],"high,":[48],"making":[49],"problem":[51],"few-shot":[53],"(FSL)":[55],"more":[56],"common.":[57],"We":[58,128],"proposed":[59,153],"multi-task":[61,115],"network":[63,95,113,154],"malignant":[66],"probability":[67],"prediction":[68],"perceptive":[70,85,99,118],"interpretable":[71],"features":[72,86,100],"overcome":[74],"these":[75],"limitations.":[76],"With":[77],"IRB":[78],"approval,":[79],"1588":[80],"cases":[81,135],"collected":[83],"with":[84,139,151],"diagnosed":[87],"by":[88,114],"experienced":[89],"radiologists.":[90],"The":[91],"hard":[92],"parameter":[93],"sharing":[94],"was":[96,109,143,165],"trained":[97,129],"pathological":[102],"results":[103],"as":[104],"ground":[105],"truth.":[106],"Prior":[107],"knowledge":[108],"embedded":[110],"into":[111],"features,":[119],"which":[120],"is":[121],"how":[122],"radiologists":[123],"diagnose":[124],"from":[125],"ultrasound":[126],"images.":[127],"models":[131],"1345":[134],"tested":[137],"them":[138],"243":[140],"cases.":[141],"It":[142],"found":[144],"that":[145],"improvement":[147],"classifier":[150],"(AUC":[155,162],"0.879)":[157],"baseline":[160],"CNN":[161],"0.779)":[164],"statistically":[166],"significant":[167],"(p":[168],"<0.001).":[169]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}