{"id":"https://openalex.org/W2007666495","doi":"https://doi.org/10.1186/1471-2105-9-s3-s10","title":"Automatic construction of rule-based ICD-9-CM coding systems","display_name":"Automatic construction of rule-based ICD-9-CM coding systems","publication_year":2008,"publication_date":"2008-04-01","ids":{"openalex":"https://openalex.org/W2007666495","doi":"https://doi.org/10.1186/1471-2105-9-s3-s10","mag":"2007666495","pmid":"https://pubmed.ncbi.nlm.nih.gov/18426545"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-9-s3-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-9-s3-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-9-S3-S10","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-9-S3-S10","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076395593","display_name":"Rich\u00e1rd Farkas","orcid":"https://orcid.org/0000-0001-7019-2632"},"institutions":[{"id":"https://openalex.org/I4210152167","display_name":"MTA-SZTE Research Group on Artificial Intelligence","ror":"https://ror.org/0507fk326","country_code":"HU","type":"facility","lineage":["https://openalex.org/I227486990","https://openalex.org/I4210152167","https://openalex.org/I7597260"]},{"id":"https://openalex.org/I7597260","display_name":"Hungarian Academy of Sciences","ror":"https://ror.org/02ks8qq67","country_code":"HU","type":"government","lineage":["https://openalex.org/I7597260"]}],"countries":["HU"],"is_corresponding":true,"raw_author_name":"Rich\u00e1rd Farkas","raw_affiliation_strings":["Research Group on Artificial Intelligence, Hungarian Academy of Sciences, Aradi V\u00e9rtan\u00fak tere 1, Szeged, Hungary. rfarkas@inf.u-szeged.hu","Research Group on Artificial Intelligence of the Hungarian Academy of Sciences, Szeged, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Group on Artificial Intelligence, Hungarian Academy of Sciences, Aradi V\u00e9rtan\u00fak tere 1, Szeged, Hungary. rfarkas@inf.u-szeged.hu","institution_ids":["https://openalex.org/I4210152167"]},{"raw_affiliation_string":"Research Group on Artificial Intelligence of the Hungarian Academy of Sciences, Szeged, Hungary","institution_ids":["https://openalex.org/I4210152167","https://openalex.org/I7597260"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011272289","display_name":"Gy\u00f6rgy Szarvas","orcid":null},"institutions":[{"id":"https://openalex.org/I227486990","display_name":"University of Szeged","ror":"https://ror.org/01pnej532","country_code":"HU","type":"education","lineage":["https://openalex.org/I227486990"]}],"countries":["HU"],"is_corresponding":true,"raw_author_name":"Gy\u00f6rgy Szarvas","raw_affiliation_strings":["University of Szeged, Department of Informatics, Human Language Technology Group, \u00c1rp\u00e1d t\u00e9r 2., Szeged, Hungary","University of Szeged, Department of Informatics, Human Language Technology Group, Szeged, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Szeged, Department of Informatics, Human Language Technology Group, \u00c1rp\u00e1d t\u00e9r 2., Szeged, Hungary","institution_ids":["https://openalex.org/I227486990"]},{"raw_affiliation_string":"University of Szeged, Department of Informatics, Human Language Technology Group, Szeged, Hungary","institution_ids":["https://openalex.org/I227486990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5011272289","https://openalex.org/A5076395593"],"corresponding_institution_ids":["https://openalex.org/I227486990","https://openalex.org/I4210152167","https://openalex.org/I7597260"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":12.6254,"has_fulltext":true,"cited_by_count":183,"citation_normalized_percentile":{"value":0.9806338,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":"S3","first_page":"S10","last_page":"S10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14400","display_name":"Medical Coding and Health Information","score":0.6833999752998352,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T14400","display_name":"Medical Coding and Health Information","score":0.6833999752998352,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.1526000052690506,"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"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.024900000542402267,"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/computer-science","display_name":"Computer science","score":0.7644402980804443},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.6452915072441101},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5036692023277283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4922996759414673},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4838249087333679},{"id":"https://openalex.org/keywords/medical-classification","display_name":"Medical classification","score":0.460714191198349},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4388641119003296},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4223196506500244},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39582937955856323},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3747589588165283},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12312242388725281},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.08136212825775146},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07989093661308289}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7644402980804443},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.6452915072441101},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5036692023277283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4922996759414673},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4838249087333679},{"id":"https://openalex.org/C154874363","wikidata":"https://www.wikidata.org/wiki/Q3518464","display_name":"Medical classification","level":2,"score":0.460714191198349},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4388641119003296},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4223196506500244},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39582937955856323},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3747589588165283},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12312242388725281},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.08136212825775146},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07989093661308289},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D011871","descriptor_name":"Radiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/1471-2105-9-s3-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-9-s3-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-9-S3-S10","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:18426545","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/18426545","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.412.8840","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.412.8840","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.inf.u-szeged.hu/~szarvas/homepage/lbm2007.pdf","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:b02cdc8a9c4c4b4c8393b55088beb009","is_oa":false,"landing_page_url":"https://doaj.org/article/b02cdc8a9c4c4b4c8393b55088beb009","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 9, Iss Suppl 3, p S10 (2008)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:2352868","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/2352868","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-9-s3-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-9-s3-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-9-S3-S10","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5600000023841858,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2007666495.pdf","grobid_xml":"https://content.openalex.org/works/W2007666495.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W23149702","https://openalex.org/W1034019924","https://openalex.org/W1232886308","https://openalex.org/W1870686808","https://openalex.org/W1974957625","https://openalex.org/W1986566473","https://openalex.org/W2086294181","https://openalex.org/W2096175520","https://openalex.org/W2099724779","https://openalex.org/W2115684061","https://openalex.org/W2139865360","https://openalex.org/W2169296994","https://openalex.org/W2295973201","https://openalex.org/W2799321649","https://openalex.org/W2800716056","https://openalex.org/W4231741839"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W2357241418","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W2081647779","https://openalex.org/W3170094116"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1,79],"this":[2,39,80],"paper":[3],"we":[4,82,156,191],"focus":[5],"on":[6,103,210,219,238],"the":[7,46,50,72,84,97,128,140,143,160,177,188,211,220,225,230,235,254,300,322],"problem":[8,161],"of":[9,48,67,99,134,142,145,150,162,234,303,324,334],"automatically":[10,163],"constructing":[11,164],"ICD-9-CM":[12,18,74,93,200,278],"coding":[13,94,129,279],"systems":[14,95,125,147,270,298,327],"for":[15,22,88,148,331],"radiology":[16],"reports.":[17],"codes":[19,69,152],"are":[20,29,184],"used":[21],"billing":[23],"purposes":[24],"by":[25,96,120,284],"health":[26],"institutes":[27],"and":[28,55,90,214,309,316,339],"assigned":[30],"to":[31,58,64,76,158,171,193,274],"clinical":[32,36],"records":[33],"manually":[34],"following":[35],"treatment.":[37],"Since":[38,139],"labeling":[40],"task":[41,130,179],"requires":[42,317],"expert":[43,137],"knowledge":[44],"in":[45,112,176,187,253,277,289],"field":[47],"medicine,":[49],"process":[51],"itself":[52,117],"is":[53,56,153],"costly":[54],"prone":[57],"errors":[59],"as":[60],"human":[61,319],"annotators":[62],"have":[63,250],"consider":[65],"thousands":[66,149],"possible":[68],"when":[70],"assigning":[71],"right":[73],"labels":[75,335],"a":[77,132,173,206,257,332],"document.":[78],"study":[81],"use":[83],"datasets":[85],"made":[86],"available":[87],"training":[89,212],"testing":[91],"automated":[92],"organisers":[98],"an":[100,215],"International":[101,236],"Challenge":[102,237],"Classifying":[104,239],"Clinical":[105,240],"Free":[106,241],"Text":[107,242],"Using":[108,243],"Natural":[109,244],"Language":[110,245],"Processing":[111],"spring":[113],"2007.":[114],"The":[115],"challenge":[116,221],"was":[118],"dominated":[119],"entirely":[121],"or":[122],"partly":[123],"rule-based":[124,304],"that":[126,168,190,268],"solve":[127],"using":[131,224],"set":[133,333],"hand":[135],"crafted":[136],"rules.":[138],"feasibility":[141],"construction":[144,291,323],"such":[146,325],"ICD":[151],"indeed":[154],"questionable,":[155],"decided":[157],"examine":[159],"similar":[165],"rule":[166],"sets":[167],"turned":[169],"out":[170],"achieve":[172,194],"remarkable":[174],"accuracy":[175],"shared":[178],"challenge.":[180],"RESULTS:":[181],"Our":[182,202,265],"results":[183,196,266],"very":[185],"promising":[186],"sense":[189],"managed":[192],"comparable":[195],"with":[197,256,292,340],"purely":[198],"hand-crafted":[199,258,269],"classifiers.":[201],"best":[203],"model":[204],"got":[205],"90.26%":[207],"F":[208,217,227],"measure":[209,218],"dataset":[213],"88.93%":[216],"test":[222],"dataset,":[223],"micro-averaged":[226],"beta=1":[228],"measure,":[229],"official":[231],"evaluation":[232],"metric":[233],"Processing.":[246],"This":[247],"result":[248],"would":[249],"placed":[251],"second":[252],"challenge,":[255],"system":[259],"achieving":[260],"slightly":[261],"better":[262],"results.":[263],"CONCLUSIONS:":[264],"demonstrate":[267],"-":[271,280],"which":[272],"proved":[273],"be":[275,282,313,329],"successful":[276],"can":[281,312,328],"reproduced":[283],"replacing":[285],"several":[286],"laborious":[287],"steps":[288],"their":[290,310],"machine":[293],"learning":[294],"models.":[295],"These":[296],"hybrid":[297,326],"preserve":[299],"favourable":[301],"aspects":[302],"classifiers":[305],"like":[306],"good":[307],"performance,":[308],"development":[311],"achieved":[314],"rapidly":[315],"less":[318],"effort.":[320],"Hence":[321],"feasible":[330],"one":[336],"magnitude":[337],"bigger,":[338],"more":[341],"labeled":[342],"data.":[343]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":28},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":8},{"year":2012,"cited_by_count":6}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
