{"id":"https://openalex.org/W4411535366","doi":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","title":"\u041c\u0435\u0442\u043e\u0434 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0440\u0435\u043d\u0442\u0433\u0435\u043d\u043e\u0432\u0441\u043a\u0438\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u0433\u0440\u0443\u0434\u043d\u043e\u0439 \u043a\u043b\u0435\u0442\u043a\u0438 \u0434\u043b\u044f \u0434\u0438\u0444\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438 \u0438\u043d\u0444\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439 \u0434\u044b\u0445\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b","display_name":"\u041c\u0435\u0442\u043e\u0434 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0440\u0435\u043d\u0442\u0433\u0435\u043d\u043e\u0432\u0441\u043a\u0438\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u0433\u0440\u0443\u0434\u043d\u043e\u0439 \u043a\u043b\u0435\u0442\u043a\u0438 \u0434\u043b\u044f \u0434\u0438\u0444\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438 \u0438\u043d\u0444\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439 \u0434\u044b\u0445\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b","publication_year":2025,"publication_date":"2025-01-27","ids":{"openalex":"https://openalex.org/W4411535366","doi":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155"},"language":"ru","primary_location":{"id":"doi:10.17308/sait/1995-5499/2024/4/143-155","doi":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","is_oa":true,"landing_page_url":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","pdf_url":null,"source":{"id":"https://openalex.org/S4210176487","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423 \u0421\u0435\u0440\u0438\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","issn_l":"1995-5499","issn":["1995-5499"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-1"],"host_organization":"https://openalex.org/I71305448","host_organization_name":"Voronezh State University","host_organization_lineage":["https://openalex.org/I71305448"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423. \u0421\u0435\u0440\u0438\u044f: \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118591309","display_name":"\u0418\u043b\u044c\u044f \u041e\u043b\u0435\u0433\u043e\u0432\u0438\u0447 \u041c\u0438\u0448\u0438\u043d","orcid":"https://orcid.org/0009-0006-8883-1731","observed_orcids":["https://orcid.org/0009-0006-8883-1731"]},"institutions":[{"id":"https://openalex.org/I95694802","display_name":"South-West State University","ror":"https://ror.org/005ezrx44","country_code":"RU","type":"education","lineage":["https://openalex.org/I95694802"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0418\u043b\u044c\u044f \u041e\u043b\u0435\u0433\u043e\u0432\u0438\u0447 \u041c\u0438\u0448\u0438\u043d","raw_affiliation_strings":["\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":"https://orcid.org/0009-0006-8883-1731","affiliations":[{"raw_affiliation_string":"\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I95694802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090877155","display_name":"Maxim Olegovich Tanygin","orcid":"https://orcid.org/0000-0002-4099-1414","observed_orcids":["https://orcid.org/0000-0002-4099-1414"]},"institutions":[{"id":"https://openalex.org/I95694802","display_name":"South-West State University","ror":"https://ror.org/005ezrx44","country_code":"RU","type":"education","lineage":["https://openalex.org/I95694802"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u041c\u0430\u043a\u0441\u0438\u043c \u041e\u043b\u0435\u0433\u043e\u0432\u0438\u0447 \u0422\u0430\u043d\u044b\u0433\u0438\u043d","raw_affiliation_strings":["\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":"https://orcid.org/0000-0002-4099-1414","affiliations":[{"raw_affiliation_string":"\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I95694802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084888912","display_name":"Alexey Kiselev","orcid":"https://orcid.org/0000-0001-7228-0281","observed_orcids":["https://orcid.org/0000-0001-7228-0281"]},"institutions":[{"id":"https://openalex.org/I95694802","display_name":"South-West State University","ror":"https://ror.org/005ezrx44","country_code":"RU","type":"education","lineage":["https://openalex.org/I95694802"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u0412\u0438\u043a\u0442\u043e\u0440\u043e\u0432\u0438\u0447 \u041a\u0438\u0441\u0435\u043b\u0435\u0432","raw_affiliation_strings":["\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":"https://orcid.org/0000-0001-7228-0281","affiliations":[{"raw_affiliation_string":"\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I95694802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031873175","display_name":"\u0415\u043b\u0435\u043d\u0430 \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u043d\u0430 \u041a\u0443\u043b\u0435\u0448\u043e\u0432\u0430","orcid":"https://orcid.org/0000-0002-8270-564X","observed_orcids":["https://orcid.org/0000-0002-8270-564X"]},"institutions":[{"id":"https://openalex.org/I95694802","display_name":"South-West State University","ror":"https://ror.org/005ezrx44","country_code":"RU","type":"education","lineage":["https://openalex.org/I95694802"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0415\u043b\u0435\u043d\u0430 \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u043d\u0430 \u041a\u0443\u043b\u0435\u0448\u043e\u0432\u0430","raw_affiliation_strings":["\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":"https://orcid.org/0000-0002-8270-564X","affiliations":[{"raw_affiliation_string":"\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I95694802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027520600","display_name":"I. A. Khalin","orcid":"https://orcid.org/0009-0004-1205-2139","observed_orcids":["https://orcid.org/0009-0004-1205-2139"]},"institutions":[{"id":"https://openalex.org/I95694802","display_name":"South-West State University","ror":"https://ror.org/005ezrx44","country_code":"RU","type":"education","lineage":["https://openalex.org/I95694802"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0418\u0433\u043e\u0440\u044c \u0410\u043b\u0435\u043a\u0441\u0435\u0435\u0432\u0438\u0447 \u0425\u0430\u043b\u0438\u043d","raw_affiliation_strings":["\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":"https://orcid.org/0009-0004-1205-2139","affiliations":[{"raw_affiliation_string":"\u042e\u0433\u043e-\u0417\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I95694802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95694802"],"apc_list":null,"apc_paid":null,"fwci":0.8241,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63116868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":"4","first_page":"143","last_page":"155"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9965999722480774,"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":0.0010000000474974513,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/chest-x-ray","display_name":"chest radiography","score":0.492000013589859},{"id":"https://openalex.org/keywords/differential-diagnosis","display_name":"differential diagnosis","score":0.6830000281333923},{"id":"https://openalex.org/keywords/respiratory-tract-infections","display_name":"respiratory infections","score":0.7990000247955322},{"id":"https://openalex.org/keywords/soft-nms","display_name":"Soft-NMS","score":0.7829999923706055},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.7400000095367432},{"id":"https://openalex.org/keywords/false-positive-reduction","display_name":"false positive reduction","score":0.4959999918937683},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"receiver operating characteristic","score":0.7039999961853027},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"multi-class classification","score":0.8029999732971191},{"id":"https://openalex.org/keywords/one-vs-all","display_name":"one-vs-all","score":0.765999972820282},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.3499999940395355},{"id":"https://openalex.org/keywords/computer-vision","display_name":"computer vision","score":0.6190000176429749},{"id":"https://openalex.org/keywords/image-classification","display_name":"image classification","score":0.4749999940395355},{"id":"https://openalex.org/keywords/tuberculosis","display_name":"tuberculosis","score":0.6639999747276306},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"lung cancer","score":0.41499999165534973},{"id":"https://openalex.org/keywords/lung-abscess","display_name":"lung abscess","score":0.45399999618530273},{"id":"https://openalex.org/keywords/pulmonary-fibrosis","display_name":"pulmonary fibrosis","score":0.3269999921321869}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3200606405735016}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.17308/sait/1995-5499/2024/4/143-155","doi":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","is_oa":true,"landing_page_url":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","pdf_url":null,"source":{"id":"https://openalex.org/S4210176487","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423 \u0421\u0435\u0440\u0438\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","issn_l":"1995-5499","issn":["1995-5499"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-1"],"host_organization":"https://openalex.org/I71305448","host_organization_name":"Voronezh State University","host_organization_lineage":["https://openalex.org/I71305448"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423. \u0421\u0435\u0440\u0438\u044f: \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.17308/sait/1995-5499/2024/4/143-155","doi":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","is_oa":true,"landing_page_url":"https://doi.org/10.17308/sait/1995-5499/2024/4/143-155","pdf_url":null,"source":{"id":"https://openalex.org/S4210176487","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423 \u0421\u0435\u0440\u0438\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","issn_l":"1995-5499","issn":["1995-5499"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-1"],"host_organization":"https://openalex.org/I71305448","host_organization_name":"Voronezh State University","host_organization_lineage":["https://openalex.org/I71305448"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0412\u0413\u0423. \u0421\u0435\u0440\u0438\u044f: \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9537000060081482,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7165286069","https://openalex.org/W3045676854","https://openalex.org/W6945810380","https://openalex.org/W7055877900","https://openalex.org/W4386568701","https://openalex.org/W3032174773","https://openalex.org/W4410448873","https://openalex.org/W3213249853","https://openalex.org/W4226507661","https://openalex.org/W7026752152"],"abstract_inverted_index":{"\u0412":[0,66,125],"\u0441\u0432\u044f\u0437\u0438":[1],"\u0441\u043e":[2],"\u0441\u0442\u0440\u0435\u043c\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c":[3],"\u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435\u043c":[4],"\u0442\u0435\u043e\u0440\u0438\u0438":[5],"\u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e":[6],"\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f":[7],"\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f":[8],"\u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439":[9],"\u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441":[10],"\u0438":[11,20,99,136,181,214],"\u0432":[12,26,47,84,118,154,201,237],"\u043e\u0431\u043b\u0430\u0441\u0442\u0438":[13,28],"\u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0433\u043e":[14],"\u0437\u0440\u0435\u043d\u0438\u044f,":[15],"\u0430":[16,145],"\u0438\u043c\u0435\u043d\u043d\u043e":[17],"\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438":[18,112],"\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439":[19],"\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f":[21],"\u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432.":[22],"\u0410\u043d\u0430\u043b\u0438\u0437":[23],"\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445":[24],"\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439":[25],"\u0434\u0430\u043d\u043d\u043e\u0439":[27],"\u043f\u043e\u043a\u0430\u0437\u0430\u043b,":[29],"\u0447\u0442\u043e":[30],"\u0434\u043b\u044f":[31,76,110,122,131,223,232],"\u0440\u0435\u0448\u0435\u043d\u0438\u044f":[32,106],"\u0437\u0430\u0434\u0430\u0447\u0438":[33,107,188],"\u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438":[34,56,78,190],"\u043f\u0430\u0442\u043e\u043b\u043e\u0433\u0438\u0439":[35],"\u0434\u044b\u0445\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439":[36,59,81,193],"\u0441\u0438\u0441\u0442\u0435\u043c\u044b":[37,60,194],"\u0446\u0435\u043b\u0435\u0441\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u043e":[38],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435":[39],"\u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445":[40,64,101,133,157,216],"\u043c\u043e\u0434\u0435\u043b\u0435\u0439":[41,102,134],"\u0441":[42,203],"\u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439":[43],"\u043e\u0446\u0435\u043d\u043a\u043e\u0439":[44],"\u0438\u0445":[45],"\u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438":[46,161],"\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445":[48],"\u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445.":[49],"\u0426\u0435\u043b\u044c\u044e":[50],"\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f":[51,127],"\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f":[52],"\u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435":[53],"\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430":[54,97],"\u0434\u0438\u0444\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439":[55,77,189],"\u0438\u043d\u0444\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0445":[57,79,191],"\u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439":[58,80,192],"\u0437\u0430":[61],"\u0441\u0447\u0435\u0442":[62],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f":[63,108],"\u043c\u043e\u0434\u0435\u043b\u0435\u0439.":[65,163],"\u0441\u0442\u0430\u0442\u044c\u0435":[67],"\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d":[68],"\u043c\u0435\u0442\u043e\u0434":[69,115],"\u0430\u043d\u0430\u043b\u0438\u0437\u0430":[70,140,148],"\u043e\u0446\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445":[71],"\u0440\u0435\u043d\u0442\u0433\u0435\u043d\u043e\u0432\u0441\u043a\u0438\u0445":[72],"\u0441\u043d\u0438\u043c\u043a\u043e\u0432":[73],"\u0433\u0440\u0443\u0434\u043d\u043e\u0439":[74,199],"\u043a\u043b\u0435\u0442\u043a\u0438":[75,200],"\u0441\u0438\u0441\u0442\u0435\u043c\u044b,":[82],"\u0437\u0430\u043a\u043b\u044e\u0447\u0430\u044e\u0449\u0438\u0439\u0441\u044f":[83,117],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438":[85],"\u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439":[86,100,215,224],"\u043e\u0434\u043d\u043e\u044d\u0442\u0430\u043f\u043d\u043e\u0439":[87],"\u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u043e\u0439":[88],"\u043c\u043e\u0434\u0435\u043b\u0438,":[89,225],"\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0435\u0439":[90,226],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c":[91,227],"\u043c\u044f\u0433\u043a\u043e\u0433\u043e":[92,228],"\u043f\u043e\u0434\u0430\u0432\u043b\u0435\u043d\u0438\u044f":[93,206,229],"\u043d\u0435\u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u043e\u0432.":[94,207],"\u0414\u043b\u044f":[95,105],"\u043e\u0446\u0435\u043d\u043a\u0438":[96],"\u0431\u0430\u0437\u043e\u0432\u043e\u0439":[98,213,239],"\u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u0441\u044f":[103],"ROC-\u0430\u043d\u0430\u043b\u0438\u0437.":[104],"ROC-\u0430\u043d\u0430\u043b\u0438\u0437\u0430":[109],"\u043c\u043d\u043e\u0433\u043e\u043a\u043b\u0430\u0441\u0441\u043e\u0432\u043e\u0439":[111],"\u0431\u044b\u043b":[113],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d":[114],"one-vs-all,":[116],"\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438":[119],"\u0431\u0438\u043d\u0430\u0440\u043d\u044b\u0445":[120],"\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432":[121],"\u043a\u0430\u0436\u0434\u043e\u0433\u043e":[123,233],"\u043a\u043b\u0430\u0441\u0441\u0430.":[124],"\u0445\u043e\u0434\u0435":[126],"\u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d":[128],"\u0440\u044f\u0434":[129],"\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432":[130],"\u0434\u0432\u0443\u0445":[132],"(\u0431\u0430\u0437\u043e\u0432\u043e\u0439":[135],"\u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439).":[137],"\u041d\u0430":[138],"\u043e\u0441\u043d\u043e\u0432\u0435":[139],"\u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445":[141],"\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439":[142],"\u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f":[143],"\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430,":[144],"\u0442\u0430\u043a\u0436\u0435":[146],"\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e":[147],"\u043d\u0430":[149,175],"\u0442\u0435\u0441\u0442\u043e\u0432\u043e\u043c":[150],"\u043d\u0430\u0431\u043e\u0440\u0435":[151],"\u0434\u0430\u043d\u043d\u044b\u0445,":[152],"\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u043d\u043e\u0433\u043e":[153],"\u0440\u0430\u043c\u043a\u0430\u0445":[155],"\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f":[156],"\u043c\u043e\u0434\u0435\u043b\u0435\u0439,":[158,217],"\u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430":[159],"\u043e\u0446\u0435\u043d\u043a\u0430":[160],"\u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u044b\u0445":[162],"\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435":[164],"\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e":[165],"\u043c\u0435\u0442\u043e\u0434\u0430":[166],"\u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e":[167],"\u0443\u0447\u0435\u0441\u0442\u044c":[168],"\u043d\u0430\u043b\u043e\u0436\u0435\u043d\u0438\u0435":[169],"\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445":[170],"\u0440\u0430\u043c\u043e\u043a":[171,180],"\u043f\u0440\u0438":[172,186],"\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0438":[173],"\u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432":[174],"\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445,":[176],"\u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c":[177],"\u043b\u043e\u0436\u043d\u043e\u0435":[178],"\u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435":[179],"\u0434\u043e\u0441\u0442\u0438\u0447\u044c":[182],"\u0431\u043e\u043b\u0435\u0435":[183],"\u0442\u043e\u0447\u043d\u044b\u0445":[184],"\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432":[185],"\u0440\u0435\u0448\u0435\u043d\u0438\u0438":[187],"\u043f\u043e":[195],"\u043e\u0446\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c":[196],"\u0440\u0435\u043d\u0442\u0433\u0435\u043d\u043e\u0432\u0441\u043a\u0438\u043c":[197],"\u0441\u043d\u0438\u043c\u043a\u0430\u043c":[198],"\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438":[202,238],"\u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u043c":[204],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u043c":[205],"\u041f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0439":[208],"\u0430\u043d\u0430\u043b\u0438\u0437":[209],"\u043f\u043e\u043a\u0430\u0437\u0430\u043b":[210],"\u0432\u044b\u0441\u043e\u043a\u0443\u044e":[211],"\u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c":[212],"\u043e\u0434\u043d\u0430\u043a\u043e":[218],"\u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e":[219],"\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e":[220],"\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445":[221],"\u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432":[222],"\u043d\u0435\u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u043e\u0432,":[230],"\u0432\u044b\u0448\u0435":[231],"\u0438\u0437":[234],"\u0442\u0440\u0435\u0445":[235],"\u043a\u043b\u0430\u0441\u0441\u043e\u0432":[236],"\u043c\u043e\u0434\u0435\u043b\u044c\u044e.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2025-10-10T00:00:00"}