{"id":"https://openalex.org/W4281664517","doi":"https://doi.org/10.3233/shti220075","title":"The Classification of Scientific Abstracts Using Text Statistical Features","display_name":"The Classification of Scientific Abstracts Using Text Statistical Features","publication_year":2022,"publication_date":"2022-06-06","ids":{"openalex":"https://openalex.org/W4281664517","doi":"https://doi.org/10.3233/shti220075","pmid":"https://pubmed.ncbi.nlm.nih.gov/35673014"},"language":"en","primary_location":{"id":"doi:10.3233/shti220075","doi":"https://doi.org/10.3233/shti220075","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220075","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220075","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4281664060","display_name":"MEDINFO 2021: One World, One Health \u2013 Global Partnership for Digital Innovation"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220075","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077589470","display_name":"Timur Ishankulov","orcid":"https://orcid.org/0000-0002-6509-4242","observed_orcids":["https://orcid.org/0000-0002-6509-4242"]},"institutions":[{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Timur Ishankulov","raw_affiliation_strings":["Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034654432","display_name":"Gleb Danilov","orcid":"https://orcid.org/0000-0003-1442-5993","observed_orcids":["https://orcid.org/0000-0003-1442-5993"]},"institutions":[{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Gleb Danilov","raw_affiliation_strings":["Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024806550","display_name":"Konstantin Kotik","orcid":"https://orcid.org/0000-0002-3524-4983","observed_orcids":["https://orcid.org/0000-0002-3524-4983"]},"institutions":[{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Konstantin Kotik","raw_affiliation_strings":["Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051245898","display_name":"Yuriy N Orlov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]},{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]},{"id":"https://openalex.org/I86427540","display_name":"Keldysh Institute of Applied Mathematics","ror":"https://ror.org/01dv3hq14","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210124601","https://openalex.org/I86427540"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Yuriy Orlov","raw_affiliation_strings":["Keldysh Institute of Applied Mathematics, Russian Academy of Sciences, Moscow, Russian Federation","Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Keldysh Institute of Applied Mathematics, Russian Academy of Sciences, Moscow, Russian Federation","institution_ids":["https://openalex.org/I1313323035","https://openalex.org/I86427540"]},{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088939803","display_name":"Mikhail Shifrin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Mikhail Shifrin","raw_affiliation_strings":["Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067820015","display_name":"Potapov Aa","orcid":"https://orcid.org/0000-0001-8343-3511","observed_orcids":["https://orcid.org/0000-0001-8343-3511"]},"institutions":[{"id":"https://openalex.org/I4210122729","display_name":"Burdenko Neurosurgery Institute","ror":"https://ror.org/02t1t6n83","country_code":"RU","type":"healthcare","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210110862","https://openalex.org/I4210122729"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexander Potapov","raw_affiliation_strings":["Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Biomedical Informatics and Artificial Intelligence, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation","institution_ids":["https://openalex.org/I4210122729"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.787,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.86634388,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"290","issue":null,"first_page":"263","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9804999828338623,"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"}},"topics":[{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9804999828338623,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.00559999980032444,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/medical-abstracts","display_name":"medical abstracts","score":0.8870000243186951},{"id":"https://openalex.org/keywords/short-text-classification","display_name":"short text classification","score":0.777999997138977},{"id":"https://openalex.org/keywords/word2vec-embeddings","display_name":"Word2Vec embeddings","score":0.9079999923706055},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8700000047683716},{"id":"https://openalex.org/keywords/literature-screening","display_name":"literature screening","score":0.7540000081062317},{"id":"https://openalex.org/keywords/keyword-features","display_name":"keyword features","score":0.5419999957084656},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.42500001192092896}],"concepts":[{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.7743518352508545},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7196695804595947},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6561043858528137},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5249730944633484},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5113603472709656},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5001325607299805},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47117120027542114},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4248588979244232},{"id":"https://openalex.org/C2780479914","wikidata":"https://www.wikidata.org/wiki/Q302088","display_name":"Document classification","level":2,"score":0.415846049785614},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.41049110889434814},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3840996325016022},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38332563638687134},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1361258625984192},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09678417444229126},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220075","doi":"https://doi.org/10.3233/shti220075","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220075","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220075","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35673014","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35673014","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,"listed_in":[],"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":"Studies in health technology and informatics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3233/shti220075","doi":"https://doi.org/10.3233/shti220075","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220075","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220075","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2811617419","display_name":null,"funder_award_id":"19-29-01174","funder_id":"https://openalex.org/F4320321079","funder_display_name":"Russian Foundation for Basic Research"}],"funders":[{"id":"https://openalex.org/F4320321079","display_name":"Russian Foundation for Basic Research","ror":"https://ror.org/02mh1ke95"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281664517.pdf","grobid_xml":"https://content.openalex.org/works/W4281664517.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W65194033","https://openalex.org/W1996211074","https://openalex.org/W1997305228","https://openalex.org/W2011242591","https://openalex.org/W2171836785","https://openalex.org/W2891585127","https://openalex.org/W2966977115","https://openalex.org/W3006268666","https://openalex.org/W3038521128","https://openalex.org/W3093419084","https://openalex.org/W3094985668","https://openalex.org/W3116518676","https://openalex.org/W3165248111"],"related_works":["https://openalex.org/W3165248111","https://openalex.org/W3038521128","https://openalex.org/W6938991045","https://openalex.org/W3091594719","https://openalex.org/W2969738399","https://openalex.org/W4315641584","https://openalex.org/W1509745437","https://openalex.org/W4406610755","https://openalex.org/W2147994374","https://openalex.org/W4409178355"],"abstract_inverted_index":{"Automated":[0],"abstracts":[1,31,102],"classification":[2,10,32,69,99],"could":[3,14],"significantly":[4],"facilitate":[5,123],"scientific":[6,101],"literature":[7,124],"screening.":[8],"The":[9,98,116],"of":[11,28,48,56,100],"short":[12,29],"texts":[13],"be":[15,104],"based":[16,34],"on":[17,35,53],"their":[18],"statistical":[19,37],"properties.":[20],"This":[21],"research":[22],"aimed":[23],"to":[24,66,122],"evaluate":[25],"the":[26,46,68,79],"quality":[27],"medical":[30],"primarily":[33],"text":[36,49],"features.":[38],"Twelve":[39],"experiments":[40],"with":[41,73,92],"machine":[42,89],"learning":[43,90],"models":[44],"over":[45],"sets":[47],"features":[50],"were":[51],"performed":[52],"a":[54,86],"dataset":[55],"671":[57],"article":[58],"abstracts.":[59],"Each":[60],"experiment":[61],"was":[62],"repeated":[63],"300":[64],"times":[65],"estimate":[67],"quality,":[70],"ending":[71],"up":[72],"3600":[74],"tests":[75],"total.":[76],"We":[77],"achieved":[78],"best":[80],"result":[81],"(F1":[82],"=":[83],"0.775)":[84],"using":[85,106],"random":[87],"forest":[88],"model":[91],"keywords":[93],"and":[94,108],"three-dimensional":[95],"Word2Vec":[96],"embeddings.":[97],"might":[103],"implemented":[105],"straightforward":[107],"computationally":[109],"inexpensive":[110],"methods":[111],"presented":[112],"in":[113],"this":[114],"paper.":[115],"approach":[117],"we":[118],"described":[119],"is":[120],"expected":[121],"selection":[125],"by":[126],"researchers.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-06-13T00:00:00"}
