{"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","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,"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"},"type":"article","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"},"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"},"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"},"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 Orlov","orcid":null},"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"]},{"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/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},"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"},"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":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7055,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86096797,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9120000004768372,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9120000004768372,"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/word2vec","display_name":"Word2vec","score":0.7743518352508545},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7196695804595947},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6561043858528137},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5249730944633484},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5113603472709656},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5001325607299805},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47117120027542114},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4248588979244232},{"id":"https://openalex.org/keywords/document-classification","display_name":"Document classification","score":0.415846049785614},{"id":"https://openalex.org/keywords/statistical-analysis","display_name":"Statistical analysis","score":0.41049110889434814},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3840996325016022},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38332563638687134},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1361258625984192},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09678417444229126}],"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":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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},{"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}],"locations_count":2,"locations":[{"id":"doi: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,"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","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,"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":null}],"best_oa_location":{"id":"doi: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,"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":[{"display_name":"Quality Education","score":0.800000011920929,"id":"https://metadata.un.org/sdg/4"}],"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/W2751556781","https://openalex.org/W2997627311","https://openalex.org/W2727582050","https://openalex.org/W4389401521","https://openalex.org/W2580878117","https://openalex.org/W2509219942","https://openalex.org/W3006603214","https://openalex.org/W3125183258","https://openalex.org/W2894197823","https://openalex.org/W2597125821"],"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":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
