{"id":"https://openalex.org/W4410203759","doi":"https://doi.org/10.1109/csit65290.2024.10982572","title":"Determining of Predictors for Diagnostic Conclusion for Patients with Post-Traumatic Stress Disorder Using Class-Oriented Features Selection Technology and Group Method of Data Handling","display_name":"Determining of Predictors for Diagnostic Conclusion for Patients with Post-Traumatic Stress Disorder Using Class-Oriented Features Selection Technology and Group Method of Data Handling","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4410203759","doi":"https://doi.org/10.1109/csit65290.2024.10982572"},"language":"en","primary_location":{"id":"doi:10.1109/csit65290.2024.10982572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit65290.2024.10982572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 19th International Conference on Computer Science and Information Technologies (CSIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Eldar Aliiev","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Eldar Aliiev","raw_affiliation_strings":["National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066768125","display_name":"Oleksii \u041em\u0435lchenko","orcid":"https://orcid.org/0000-0002-0089-3166"},"institutions":[{"id":"https://openalex.org/I4210144782","display_name":"National Academy of Medical Sciences of Ukraine","ror":"https://ror.org/042dnf796","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210144782"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksii Omelchenko","raw_affiliation_strings":["Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine","institution_ids":["https://openalex.org/I4210144782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108927317","display_name":"\u0411\u043e\u0440\u0438\u0441 \u0422\u0430\u0440\u0430\u0441\u044e\u043a","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144782","display_name":"National Academy of Medical Sciences of Ukraine","ror":"https://ror.org/042dnf796","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210144782"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Boris Tarasiuk","raw_affiliation_strings":["Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine","institution_ids":["https://openalex.org/I4210144782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117480287","display_name":"Oleksandr Zakomornyi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144782","display_name":"National Academy of Medical Sciences of Ukraine","ror":"https://ror.org/042dnf796","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210144782"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Zakomornyi","raw_affiliation_strings":["Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Nuclear Medicine and Diagnostic Radiology of National Academy of Medical Sciences of Ukraine,Kyiv,Ukraine","institution_ids":["https://openalex.org/I4210144782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103076143","display_name":"\u041e\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u041c\u0430\u0442\u0432\u0456\u0439\u0447\u0443\u043a","orcid":"https://orcid.org/0000-0002-8988-0993"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Matviichuk","raw_affiliation_strings":["National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087855252","display_name":"Vladimir Pavlov","orcid":"https://orcid.org/0000-0002-3293-5308"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vladimir Pavlov","raw_affiliation_strings":["National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”,Department of Biomedical Cybernetics,Kyiv,Ukraine","institution_ids":["https://openalex.org/I202483615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32098178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9203000068664551,"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/T13283","display_name":"Mental Health Research Topics","score":0.9203000068664551,"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/T12935","display_name":"Healthcare Systems and Public Health","score":0.9146999716758728,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T14512","display_name":"Technology and Human Factors in Education and Health","score":0.9075000286102295,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/traumatic-stress","display_name":"Traumatic stress","score":0.7435415387153625},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6516127586364746},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.612546443939209},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.5417026877403259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5306504964828491},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.4685555100440979},{"id":"https://openalex.org/keywords/group-selection","display_name":"Group selection","score":0.458177775144577},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4453587532043457},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3597416579723358},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3343680500984192},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3309824466705322},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.32654887437820435}],"concepts":[{"id":"https://openalex.org/C2778159538","wikidata":"https://www.wikidata.org/wiki/Q16920843","display_name":"Traumatic stress","level":2,"score":0.7435415387153625},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6516127586364746},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.612546443939209},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.5417026877403259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5306504964828491},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4685555100440979},{"id":"https://openalex.org/C51520907","wikidata":"https://www.wikidata.org/wiki/Q874437","display_name":"Group selection","level":3,"score":0.458177775144577},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4453587532043457},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3597416579723358},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3343680500984192},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3309824466705322},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.32654887437820435},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csit65290.2024.10982572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit65290.2024.10982572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 19th International Conference on Computer Science and Information Technologies (CSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1980490229","https://openalex.org/W1983183519","https://openalex.org/W2059982399","https://openalex.org/W2068375947","https://openalex.org/W2079204732","https://openalex.org/W2130010412","https://openalex.org/W2174644185","https://openalex.org/W2514959782","https://openalex.org/W2897587989","https://openalex.org/W2972984907","https://openalex.org/W2989693257","https://openalex.org/W3003300871","https://openalex.org/W3036472780","https://openalex.org/W3125620442","https://openalex.org/W3153038584","https://openalex.org/W3166216565","https://openalex.org/W3192949509","https://openalex.org/W3195669409","https://openalex.org/W4200108987","https://openalex.org/W4200221993","https://openalex.org/W4200561570","https://openalex.org/W4210642337","https://openalex.org/W4281703422","https://openalex.org/W4285237420","https://openalex.org/W4286418687","https://openalex.org/W4286418692","https://openalex.org/W4316804496","https://openalex.org/W4360618550","https://openalex.org/W4389041943"],"related_works":["https://openalex.org/W2322875716","https://openalex.org/W1993442107","https://openalex.org/W2070345548","https://openalex.org/W2483903923","https://openalex.org/W2030152342","https://openalex.org/W2066114109","https://openalex.org/W2094884639","https://openalex.org/W2084101421","https://openalex.org/W93658046","https://openalex.org/W2806521198"],"abstract_inverted_index":{"This":[0],"study":[1],"explores":[2],"the":[3,24,53,63,70,77,80,84,100,108,117],"possibility":[4],"of":[5,18,27,39,58,66,72,79,83,110,116,120,123],"BOLD":[6],"signals":[7],"correlations":[8],"usage":[9],"obtained":[10],"from":[11],"resting-state":[12],"functional":[13],"magnetic":[14],"resonance":[15],"imaging":[16],"(fMRI)":[17],"brain":[19],"structures":[20],"as":[21],"predictors":[22],"for":[23,69,76],"diagnostic":[25],"assessment":[26],"patients":[28],"with":[29],"post-traumatic":[30],"stress":[31],"disorder":[32],"(PTSD).":[33],"To":[34],"identify":[35],"an":[36],"informative":[37,86],"ensemble":[38],"PTSD":[40,73],"features,":[41],"class-oriented":[42],"feature":[43],"selection":[44],"technology":[45],"was":[46,105],"applied":[47],"based":[48],"on":[49,99],"inter-class":[50],"dispersion":[51],"and":[52,96,113],"mRMR":[54],"criterions.":[55],"The":[56,88,103],"use":[57],"logistic":[59],"regression,":[60],"optimized":[61],"using":[62],"Group":[64],"Method":[65],"Data":[67],"Handling,":[68],"classification":[71],"diagnoses":[74],"allowed":[75],"determination":[78],"predictive":[81],"forms":[82],"identified":[85],"characteristics.":[87],"resulting":[89],"model":[90],"demonstrated":[91],"96%":[92],"accuracy,":[93],"92%":[94],"sensitivity,":[95],"100%":[97],"specificity":[98],"full":[101],"dataset.":[102],"data":[104],"provided":[106],"by":[107],"Institute":[109],"Nuclear":[111],"Medicine":[112],"Diagnostic":[114],"Radiology":[115],"National":[118],"Academy":[119],"Medical":[121],"Sciences":[122],"Ukraine.":[124]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}