{"id":"https://openalex.org/W2928577271","doi":"https://doi.org/10.32603/2071-2340-4-35-44","title":"\u0421\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u043e\u0446\u0435\u043d\u043a\u0438 \u0443\u0440\u043e\u0432\u043d\u044f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f","display_name":"\u0421\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u043e\u0446\u0435\u043d\u043a\u0438 \u0443\u0440\u043e\u0432\u043d\u044f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f","publication_year":2018,"publication_date":"2018-08-30","ids":{"openalex":"https://openalex.org/W2928577271","doi":"https://doi.org/10.32603/2071-2340-4-35-44","mag":"2928577271"},"language":"ru","primary_location":{"id":"doi:10.32603/2071-2340-4-35-44","doi":"https://doi.org/10.32603/2071-2340-4-35-44","is_oa":true,"landing_page_url":"https://doi.org/10.32603/2071-2340-4-35-44","pdf_url":"http://cte.eltech.ru/ojs/index.php/kio/article/download/1547/1518","source":{"id":"https://openalex.org/S4210179257","display_name":"Computer Tools in Education","issn_l":"2071-2340","issn":["2071-2340","2071-2359"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Computer Tools in Education","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W2928577271"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://cte.eltech.ru/ojs/index.php/kio/article/download/1547/1518","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084649243","display_name":"\u0421.\u041c. \u0413\u043e\u0440\u044e\u0448\u043a\u043e","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0421\u0435\u0440\u0433\u0435\u0439 \u041c\u0438\u0445\u0430\u0439\u043b\u043e\u0432\u0438\u0447 \u0413\u043e\u0440\u044e\u0448\u043a\u043e","raw_affiliation_strings":["\u041e\u041e\u041e \u00ab\u041b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u0439\u00bb, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, \u0420\u043e\u0441\u0441\u0438\u044f"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u041e\u041e\u041e \u00ab\u041b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u0439\u00bb, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, \u0420\u043e\u0441\u0441\u0438\u044f","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002123312","display_name":"Sergey Goryushko","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I212220629","display_name":"Peter the Great St. Petersburg Polytechnic University","ror":"https://ror.org/02x91aj62","country_code":"RU","type":"education","lineage":["https://openalex.org/I212220629"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u0412\u0438\u043a\u0442\u043e\u0440\u043e\u0432\u0438\u0447 \u0421\u0430\u043c\u043e\u0447\u0430\u0434\u0438\u043d","raw_affiliation_strings":["\u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u0438\u0439 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u041f\u0435\u0442\u0440\u0430 \u0412\u0435\u043b\u0438\u043a\u043e\u0433\u043e, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, \u0420\u043e\u0441\u0441\u0438\u044f"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u0438\u0439 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u041f\u0435\u0442\u0440\u0430 \u0412\u0435\u043b\u0438\u043a\u043e\u0433\u043e, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, \u0420\u043e\u0441\u0441\u0438\u044f","institution_ids":["https://openalex.org/I212220629"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2256,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.56610553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":95},"biblio":{"volume":null,"issue":"4","first_page":"35","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.3499000072479248,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.3499000072479248,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.34380000829696655,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.02500000037252903,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/cognitive-load-measurement","display_name":"cognitive load assessment","score":0.8700000047683716},{"id":"https://openalex.org/keywords/working-memory","display_name":"working memory","score":0.7429999709129333},{"id":"https://openalex.org/keywords/mental-state-classification","display_name":"mental state classification","score":0.7039999961853027},{"id":"https://openalex.org/keywords/sternberg-task","display_name":"Sternberg task","score":0.8619999885559082},{"id":"https://openalex.org/keywords/cognitive-overload","display_name":"cognitive overload","score":0.5419999957084656},{"id":"https://openalex.org/keywords/learning-efficiency","display_name":"learning efficiency","score":0.5139999985694885},{"id":"https://openalex.org/keywords/low-cost-eeg","display_name":"low-cost EEG","score":0.5879999995231628}],"concepts":[{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.6085109114646912},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5923891067504883},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5532040596008301},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47739309072494507},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.393453985452652},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3651663661003113},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3559987545013428},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.20306813716888428},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09236496686935425},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0838233232498169}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32603/2071-2340-4-35-44","doi":"https://doi.org/10.32603/2071-2340-4-35-44","is_oa":true,"landing_page_url":"https://doi.org/10.32603/2071-2340-4-35-44","pdf_url":"http://cte.eltech.ru/ojs/index.php/kio/article/download/1547/1518","source":{"id":"https://openalex.org/S4210179257","display_name":"Computer Tools in Education","issn_l":"2071-2340","issn":["2071-2340","2071-2359"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Computer Tools in Education","raw_type":"journal-article"},{"id":"pmh:https://cyberleninka.ru/article/n/sredstva-otsenki-urovnya-kognitivnoy-nagruzki-v-protsesse-obucheniya","doi":null,"is_oa":false,"landing_page_url":"https://cyberleninka.ru/article/n/sredstva-otsenki-urovnya-kognitivnoy-nagruzki-v-protsesse-obucheniya","pdf_url":null,"source":{"id":"https://openalex.org/S4306401404","display_name":"CyberLeninK (CyberLeninka)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"","raw_type":"text"}],"best_oa_location":{"id":"doi:10.32603/2071-2340-4-35-44","doi":"https://doi.org/10.32603/2071-2340-4-35-44","is_oa":true,"landing_page_url":"https://doi.org/10.32603/2071-2340-4-35-44","pdf_url":"http://cte.eltech.ru/ojs/index.php/kio/article/download/1547/1518","source":{"id":"https://openalex.org/S4210179257","display_name":"Computer Tools in Education","issn_l":"2071-2340","issn":["2071-2340","2071-2359"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Computer Tools in Education","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9235000014305115}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321912","display_name":"Ministry of Education and Science of the Russian Federation","ror":"https://ror.org/00ghqgy32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2928577271.pdf","grobid_xml":"https://content.openalex.org/works/W2928577271.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2040127838","https://openalex.org/W2048250663","https://openalex.org/W2056294943","https://openalex.org/W2060277214","https://openalex.org/W2071588400","https://openalex.org/W2098330912","https://openalex.org/W2130736456","https://openalex.org/W2319630144"],"related_works":["https://openalex.org/W4392342880","https://openalex.org/W4225562569","https://openalex.org/W2591818083","https://openalex.org/W7124989689","https://openalex.org/W2530369507","https://openalex.org/W4200394672","https://openalex.org/W4213041978","https://openalex.org/W7167270988","https://openalex.org/W4386143167","https://openalex.org/W4403295963"],"abstract_inverted_index":{"Cognitive":[0,24],"load":[1,15,25,47,58,127],"evaluation":[2],"is":[3],"an":[4,41,72,117],"approach":[5],"to":[6,11,75,104,119],"boost":[7],"educational":[8,34],"efficiency.":[9],"According":[10],"John":[12],"Sweller,":[13],"cognitive":[14,46,57,126],"represents":[16],"the":[17,56,77,83,93,95,105],"effort":[18],"being":[19],"used":[20,115],"by":[21],"working":[22],"memory.":[23],"and":[26,81,90,122],"overload":[27],"classification":[28],"can":[29,113],"become":[30],"useful":[31],"for":[32,43],"creating":[33],"courses.":[35],"In":[36],"this":[37],"paper,":[38],"we":[39],"describe":[40,71],"algorithm":[42,74],"a":[44],"mental-state":[45,109],"classifier":[48],"based":[49,60],"on":[50,61],"basic":[51],"statistical":[52],"instruments.":[53],"We":[54,69],"show":[55,82],"model":[59,78,97],"low-cost":[62],"EEG":[63],"frontal":[64],"theta-activity":[65],"(4\u20137":[66],"Hz)":[67],"registration.":[68],"also":[70],"experimental":[73],"evaluate":[76],"with":[79],"Sternberg-task":[80],"results":[84],"in":[85],"terms":[86],"of":[87,107,124],"precision,":[88],"recall,":[89],"F-score.":[91],"During":[92],"approbation,":[94],"described":[96],"had":[98],"shown":[99],"results,":[100],"that":[101],"are":[102],"comparable":[103],"ones":[106],"machine-learning":[108],"classifiers.":[110],"This":[111],"paper":[112],"be":[114],"as":[116],"instruction":[118],"quick":[120],"creation":[121],"approbation":[123],"practiceoriented":[125],"models.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2019-04-11T00:00:00"}