{"id":"https://openalex.org/W3011638645","doi":"https://doi.org/10.1117/12.2548755","title":"Internal-transfer weighting of multi-task learning for lung cancer detection","display_name":"Internal-transfer weighting of multi-task learning for lung cancer detection","publication_year":2020,"publication_date":"2020-03-10","ids":{"openalex":"https://openalex.org/W3011638645","doi":"https://doi.org/10.1117/12.2548755","mag":"3011638645","pmid":"https://pubmed.ncbi.nlm.nih.gov/34040274"},"language":"en","primary_location":{"id":"doi:10.1117/12.2548755","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2548755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Image Processing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8148030","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019084435","display_name":"Yiyuan Yang","orcid":"https://orcid.org/0000-0002-5320-095X"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yiyuan Yang","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN, USA 37235","Vanderbilt Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Vanderbilt Univ. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078051038","display_name":"Riqiang Gao","orcid":"https://orcid.org/0000-0002-8729-1941"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Riqiang Gao","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN, USA 37235","Vanderbilt Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Vanderbilt Univ. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037478865","display_name":"Yucheng Tang","orcid":"https://orcid.org/0000-0002-6008-9700"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yucheng Tang","raw_affiliation_strings":["Electrical Engineering, Vanderbilt University, Nashville, TN, USA 37235","Vanderbilt Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Vanderbilt Univ. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108136531","display_name":"Sanja Antic","orcid":"https://orcid.org/0000-0002-6948-8003"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanja L. Antic","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, TN, USA 37235","Vanderbilt Univ. Medical Ctr. (United States)"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Vanderbilt Univ. Medical Ctr. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113193298","display_name":"Steve Deppen","orcid":null},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steve Deppen","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, TN, USA 37235","Vanderbilt Univ. Medical Ctr. (United States)"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Vanderbilt Univ. Medical Ctr. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067191302","display_name":"Yuankai Huo","orcid":"https://orcid.org/0000-0002-2096-8065"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuankai Huo","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN, USA 37235","Vanderbilt Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Vanderbilt Univ. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050907555","display_name":"Kim L. Sandler","orcid":"https://orcid.org/0000-0003-2989-248X"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kim L. Sandler","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, TN, USA 37235","Vanderbilt Univ. Medical Ctr. (United States)"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Vanderbilt Univ. Medical Ctr. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061560898","display_name":"Pierre P. Massion","orcid":"https://orcid.org/0000-0003-0647-0559"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pierre P. Massion","raw_affiliation_strings":["Vanderbilt University Medical Center, Nashville, TN, USA 37235","Vanderbilt Univ. Medical Ctr. (United States)"],"affiliations":[{"raw_affiliation_string":"Vanderbilt University Medical Center, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Vanderbilt Univ. Medical Ctr. (United States)","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075735203","display_name":"Bennett A. Landman","orcid":"https://orcid.org/0000-0001-5733-2127"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bennett A. Landman","raw_affiliation_strings":["Computer Science, Vanderbilt University, Nashville, TN, USA 37235","Electrical Engineering, Vanderbilt University, Nashville, TN, USA 37235","Vanderbilt Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Computer Science, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Electrical Engineering, Vanderbilt University, Nashville, TN, USA 37235","institution_ids":["https://openalex.org/I200719446"]},{"raw_affiliation_string":"Vanderbilt Univ. (United States)","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5019084435"],"corresponding_institution_ids":["https://openalex.org/I200719446"],"apc_list":null,"apc_paid":null,"fwci":0.756,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.74712361,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"11313","issue":null,"first_page":"74","last_page":"74"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9987999796867371,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.736948549747467},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6479620337486267},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6338497400283813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.597369372844696},{"id":"https://openalex.org/keywords/national-lung-screening-trial","display_name":"National Lung Screening Trial","score":0.5596418976783752},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5119801759719849},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.5076073408126831},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48607853055000305},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4139738082885742},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.3642793893814087},{"id":"https://openalex.org/keywords/lung-cancer-screening","display_name":"Lung cancer screening","score":0.33610737323760986},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1669279932975769},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.11055463552474976},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.08649620413780212}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.736948549747467},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6479620337486267},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6338497400283813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.597369372844696},{"id":"https://openalex.org/C2778321237","wikidata":"https://www.wikidata.org/wiki/Q17125886","display_name":"National Lung Screening Trial","level":4,"score":0.5596418976783752},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5119801759719849},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5076073408126831},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48607853055000305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4139738082885742},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.3642793893814087},{"id":"https://openalex.org/C2777405583","wikidata":"https://www.wikidata.org/wiki/Q6704277","display_name":"Lung cancer screening","level":3,"score":0.33610737323760986},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1669279932975769},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.11055463552474976},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.08649620413780212},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2548755","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2548755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Image Processing","raw_type":"proceedings-article"},{"id":"pmid:34040274","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34040274","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8148030","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8148030","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8148030","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8148030","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1213336605","https://openalex.org/W2769848455","https://openalex.org/W2920882662","https://openalex.org/W2946185430","https://openalex.org/W2962949379","https://openalex.org/W2979504591"],"related_works":["https://openalex.org/W2898433158","https://openalex.org/W2103348420","https://openalex.org/W2016169004","https://openalex.org/W2165697459","https://openalex.org/W2774407729","https://openalex.org/W2004892247","https://openalex.org/W2954956480","https://openalex.org/W3121143827","https://openalex.org/W2078592703","https://openalex.org/W2344236848"],"abstract_inverted_index":{"Deep":[0],"learning":[1,102,280],"has":[2],"achieved":[3,223,244,264],"many":[4],"successes":[5],"in":[6],"medical":[7],"imaging,":[8],"including":[9],"lung":[10,14,80,216,247],"nodule":[11],"segmentation":[12],"and":[13,82,95,99,165,182,190,228,243,263,284,286],"cancer":[15,81,217,248],"prediction":[16,224,249],"on":[17,41,121,137],"computed":[18],"tomography":[19],"(CT).":[20],"Recently,":[21],"multi-task":[22,51,74,192,202,229,240,261,279],"networks":[23,40,52,185],"have":[24],"shown":[25],"to":[26,132,232],"both":[27],"offer":[28],"additional":[29,73],"estimation":[30],"capabilities,":[31],"and,":[32],"perhaps":[33],"more":[34],"importantly,":[35],"increased":[36],"performance":[37,120],"over":[38],"single-task":[39,188,221],"a":[42,65,101,175,187,191],"\"main/primary\"":[43],"task.":[44],"However,":[45,236],"balancing":[46],"the":[47,77,111,116,122,134,141,159,169,212,219,258],"optimization":[48],"criteria":[49],"of":[50,59,79,87,113,144,226,251,267,278],"across":[53],"different":[54],"tasks":[55,85,114,139],"is":[56,282],"an":[57,127,265],"area":[58],"active":[60],"exploration.":[61],"Here,":[62],"we":[63,125,150],"extend":[64],"previously":[66],"proposed":[67],"3D":[68],"attention-based":[69],"network":[70,222,241,262],"with":[71,174,204],"four":[72,83],"subnetworks":[75],"for":[76,140,179,215],"detection":[78],"auxiliary":[84,138],"(diagnosis":[86],"asthma,":[88],"chronic":[89,91],"bronchitis,":[90],"obstructive":[92],"pulmonary":[93],"disease,":[94],"emphysema).":[96],"We":[97],"introduce":[98],"evaluate":[100,147],"policy,":[103],"Periodic":[104],"Focusing":[105],"Learning":[106],"Policy":[107],"(PFLP),":[108],"that":[109],"alternates":[110],"dominance":[112],"throughout":[115],"training.":[117,145],"To":[118,146],"improve":[119],"primary":[123,199],"task,":[124],"propose":[126],"Internal-Transfer":[128],"Weighting":[129],"(ITW)":[130],"strategy":[131,189,193],"suppress":[133],"loss":[135],"functions":[136],"final":[142],"stages":[143],"this":[148],"approach,":[149],"examined":[151],"3386":[152],"patients":[153],"(single":[154],"scan":[155],"per":[156],"patient)":[157],"from":[158,168],"National":[160],"Lung":[161,171],"Screening":[162,172],"Trial":[163],"(NLST)":[164],"de-identified":[166],"data":[167],"Vanderbilt":[170],"Program,":[173],"2517/277/592":[176],"(scans)":[177],"split":[178],"training,":[180],"validation,":[181],"testing.":[183],"Baseline":[184],"include":[186],"without":[194],"adaptive":[195,276],"weights":[196,281],"(PFLP/ITW),":[197],"while":[198],"experiments":[200],"are":[201,288],"trials":[203],"either":[205],"PFLP":[206,238,259,285],"or":[207,209],"ITW":[208,255,287],"both.":[210],"On":[211],"test":[213,245],"set":[214,246],"prediction,":[218],"baseline":[220,230],"AUC":[225,250,266],"0.8080":[227],"failed":[231],"converge":[233],"(AUC":[234],"0.6720).":[235],"applying":[237],"helped":[239],"clarify":[242],"0.8402.":[252],"Furthermore,":[253],"our":[254],"technique":[256],"boosted":[257],"enabled":[260],"0.8462":[268],"(McNemar":[269],"test,":[270],"p":[271],"<":[272],"0.01).":[273],"In":[274],"conclusion,":[275],"consideration":[277],"important,":[283],"promising":[289],"strategies.":[290]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
