{"id":"https://openalex.org/W2136487516","doi":"https://doi.org/10.1093/bioinformatics/bti171","title":"Optimal number of features as a function of sample size for various classification rules","display_name":"Optimal number of features as a function of sample size for various classification rules","publication_year":2004,"publication_date":"2004-11-30","ids":{"openalex":"https://openalex.org/W2136487516","doi":"https://doi.org/10.1093/bioinformatics/bti171","mag":"2136487516","pmid":"https://pubmed.ncbi.nlm.nih.gov/15572470"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/bti171","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bti171","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/21/8/1509/48973153/bioinformatics_21_8_1509.pdf","source":{"id":"https://openalex.org/S4210188263","display_name":"Computer applications in the biosciences","issn_l":"0266-7061","issn":["0266-7061","1460-2059"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/21/8/1509/48973153/bioinformatics_21_8_1509.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"J. Hua","orcid":null},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"J. Hua","raw_affiliation_strings":["Department of Electrical Engineering, Texas A&M University, College Station, TX 77843, USA","[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Texas A&M University, College Station, TX 77843, USA","institution_ids":["https://openalex.org/I91045830"]},{"raw_affiliation_string":"[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041579490","display_name":"Zhe Xiong","orcid":"https://orcid.org/0000-0002-7829-9140"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Z. Xiong","raw_affiliation_strings":["[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040756848","display_name":"James Lowey","orcid":null},"institutions":[{"id":"https://openalex.org/I1284308235","display_name":"Translational Genomics Research Institute","ror":"https://ror.org/02hfpnk21","country_code":"US","type":"facility","lineage":["https://openalex.org/I1284308235"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Lowey","raw_affiliation_strings":["Translational Genomics Research Institute, Phoenix, AZ 85004, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Translational Genomics Research Institute, Phoenix, AZ 85004, USA","institution_ids":["https://openalex.org/I1284308235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008114413","display_name":"Edward Suh","orcid":null},"institutions":[{"id":"https://openalex.org/I1284308235","display_name":"Translational Genomics Research Institute","ror":"https://ror.org/02hfpnk21","country_code":"US","type":"facility","lineage":["https://openalex.org/I1284308235"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"E. Suh","raw_affiliation_strings":["Translational Genomics Research Institute, Phoenix, AZ 85004, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Translational Genomics Research Institute, Phoenix, AZ 85004, USA","institution_ids":["https://openalex.org/I1284308235"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111881999","display_name":"E.R. Dougherty","orcid":null},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"E. R. Dougherty","raw_affiliation_strings":["[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Department of Electrical Engineering, Texas A&M University, College Station, TX 77843 USA]","institution_ids":["https://openalex.org/I91045830"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91045830"],"apc_list":null,"apc_paid":null,"fwci":3.4726,"has_fulltext":false,"cited_by_count":449,"citation_normalized_percentile":{"value":0.93193428,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"21","issue":"8","first_page":"1509","last_page":"1515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13748","display_name":"Advanced Statistical Modeling Techniques","score":0.0020000000949949026,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.7759339809417725},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7502466440200806},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.692835807800293},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5821505188941956},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5543861389160156},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.46012401580810547},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4498511850833893},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.39185380935668945},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33430394530296326}],"concepts":[{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.7759339809417725},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7502466440200806},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.692835807800293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5821505188941956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5543861389160156},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.46012401580810547},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4498511850833893},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.39185380935668945},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33430394530296326},{"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},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004247","descriptor_name":"DNA","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D004247","descriptor_name":"DNA","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D004247","descriptor_name":"DNA","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017422","descriptor_name":"Sequence Analysis, DNA","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017422","descriptor_name":"Sequence Analysis, DNA","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017422","descriptor_name":"Sequence Analysis, DNA","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018401","descriptor_name":"Sample Size","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018401","descriptor_name":"Sample Size","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018401","descriptor_name":"Sample Size","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1093/bioinformatics/bti171","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bti171","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/21/8/1509/48973153/bioinformatics_21_8_1509.pdf","source":{"id":"https://openalex.org/S4210188263","display_name":"Computer applications in the biosciences","issn_l":"0266-7061","issn":["0266-7061","1460-2059"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:15572470","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/15572470","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":"Bioinformatics (Oxford, England)","raw_type":null}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/bti171","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bti171","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/21/8/1509/48973153/bioinformatics_21_8_1509.pdf","source":{"id":"https://openalex.org/S4210188263","display_name":"Computer applications in the biosciences","issn_l":"0266-7061","issn":["0266-7061","1460-2059"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2136487516.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W7299809","https://openalex.org/W20965513","https://openalex.org/W1974542028","https://openalex.org/W1995603776","https://openalex.org/W2008728622","https://openalex.org/W2014915963","https://openalex.org/W2026535637","https://openalex.org/W2044182861","https://openalex.org/W2059847367","https://openalex.org/W2077930846","https://openalex.org/W2098057602","https://openalex.org/W2110298216","https://openalex.org/W2113436583","https://openalex.org/W2119985557","https://openalex.org/W2128985829","https://openalex.org/W2148633389","https://openalex.org/W2160450758","https://openalex.org/W2170059068","https://openalex.org/W4250503582"],"related_works":["https://openalex.org/W2057598446","https://openalex.org/W2563096758","https://openalex.org/W2290081135","https://openalex.org/W3022782703","https://openalex.org/W2172032168","https://openalex.org/W1771779360","https://openalex.org/W4386053843","https://openalex.org/W871906761","https://openalex.org/W3158004940","https://openalex.org/W1993731342"],"abstract_inverted_index":{"MOTIVATION:":[0],"Given":[1],"the":[2,7,21,43,54,89,111,117,147,151,212,223,242,246,270,297],"joint":[3],"feature-label":[4,87,130],"distribution,":[5,88],"increasing":[6],"number":[8,55,96,118,153,265],"of":[9,45,56,62,97,110,116,119,140,154,159,228,245,257,266],"features":[10,57,66,120,155,247],"always":[11],"results":[12],"in":[13,102,225,276],"decreased":[14],"classification":[15,30,133],"error;":[16],"however,":[17],"this":[18,124],"is":[19,26,67,91,105,208,234,248,283],"not":[20,37],"case":[22],"when":[23],"a":[24,29,46,107,114,137,157,204,255,263,279],"classifier":[25,48],"designed":[27,47],"via":[28],"rule":[31],"from":[32,203],"sample":[33,41,84,122,141,160],"data.":[34],"Typically":[35],"(but":[36],"always),":[38],"for":[39,70,76,79,128,215,269,289],"fixed":[40,83],"size,":[42,123,161],"error":[44,112,267],"decreases":[49],"and":[50,86,121,132,135,142,185,196,220,232],"then":[51],"increases":[52],"as":[53,113,156,287],"grows.":[58],"The":[59],"potential":[60],"downside":[61],"using":[63],"too":[64],"many":[65,271],"most":[68],"critical":[69],"small":[71],"samples,":[72],"which":[73,226,282],"are":[74,169,192,230,262,274],"commonplace":[75],"gene-expression-based":[77],"classifiers":[78,168],"phenotype":[80],"discrimination.":[81],"For":[82,296],"size":[85],"issue":[90],"to":[92,221,236,254,285],"find":[93],"an":[94],"optimal":[95,152,217],"features.":[98,259],"RESULTS:":[99],"Since":[100],"only":[101],"rare":[103],"cases":[104],"there":[106,261],"known":[108],"distribution":[109],"function":[115,158],"study":[125,207],"employs":[126,163],"simulation":[127],"various":[129],"distributions":[131],"rules,":[134],"across":[136],"wide":[138],"range":[139],"feature-set":[143],"sizes.":[144],"To":[145,210],"achieve":[146],"desired":[148],"end,":[149],"finding":[150,216],"it":[162],"massively":[164],"parallel":[165],"computation.":[166],"Seven":[167],"treated:":[170],"3-nearest-neighbor,":[171],"Gaussian":[172],"kernel,":[173],"linear":[174,186],"support":[175,179],"vector":[176,180],"machine,":[177,181],"polynomial":[178],"perceptron,":[182],"regular":[183],"histogram":[184],"discriminant":[187],"analysis.":[188],"Three":[189],"Gaussian-based":[190],"models":[191],"considered:":[193],"linear,":[194],"nonlinear":[195],"bimodal.":[197],"In":[198],"addition,":[199],"real":[200],"patient":[201],"data":[202],"large":[205,264],"breast-cancer":[206],"considered.":[209],"mitigate":[211],"combinatorial":[213],"search":[214],"feature":[218],"sets,":[219],"model":[222],"situation":[224],"subsets":[227],"genes":[229],"co-regulated":[231],"correlation":[233],"internal":[235],"these":[237],"subsets,":[238],"we":[239],"assume":[240],"that":[241],"covariance":[243],"matrix":[244],"blocked,":[249],"with":[250,292],"each":[251],"block":[252],"corresponding":[253],"group":[256],"correlated":[258],"Altogether":[260],"surfaces":[268],"cases.":[272],"These":[273],"provided":[275],"full":[277],"on":[278],"companion":[280,298],"website,":[281,299],"meant":[284],"serve":[286],"resource":[288],"those":[290],"working":[291],"small-sample":[293],"classification.":[294],"AVAILABILITY:":[295],"please":[300],"visit":[301],"http://public.tgen.org/tamu/ofs/":[302],"CONTACT:":[303],"e-dougherty@ee.tamu.edu.":[304]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":54},{"year":2023,"cited_by_count":40},{"year":2022,"cited_by_count":40},{"year":2021,"cited_by_count":32},{"year":2020,"cited_by_count":34},{"year":2019,"cited_by_count":32},{"year":2018,"cited_by_count":20},{"year":2017,"cited_by_count":18},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":11},{"year":2014,"cited_by_count":12},{"year":2013,"cited_by_count":9},{"year":2012,"cited_by_count":14}],"updated_date":"2026-06-16T07:32:37.131356","created_date":"2025-10-10T00:00:00"}