{"id":"https://openalex.org/W4411075449","doi":"https://doi.org/10.3389/frai.2025.1388180","title":"Analysis and correcting pronunciation disorders based on artificial intelligence approach","display_name":"Analysis and correcting pronunciation disorders based on artificial intelligence approach","publication_year":2025,"publication_date":"2025-06-05","ids":{"openalex":"https://openalex.org/W4411075449","doi":"https://doi.org/10.3389/frai.2025.1388180","pmid":"https://pubmed.ncbi.nlm.nih.gov/40539129"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1388180","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1388180","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1388180/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1388180/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049654481","display_name":"Nataliia Melnykova","orcid":"https://orcid.org/0000-0002-2114-3436"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Nataliia Melnykova","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117848140","display_name":"Bohdan Pavlyk","orcid":null},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Bohdan Pavlyk","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019702171","display_name":"Oleh Basystiuk","orcid":"https://orcid.org/0000-0003-0064-6584"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleh Basystiuk","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117848141","display_name":"Stepan Skopivskyi","orcid":null},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Stepan Skopivskyi","raw_affiliation_strings":["Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5049654481"],"corresponding_institution_ids":["https://openalex.org/I98435010"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":1.3283,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79797085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"1388180","last_page":"1388180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10863","display_name":"Voice and Speech Disorders","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T11358","display_name":"Dysphagia Assessment and Management","score":0.9097999930381775,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7576954364776611},{"id":"https://openalex.org/keywords/pronunciation","display_name":"Pronunciation","score":0.7137208580970764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6088870763778687},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5246915221214294},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5196089148521423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48075243830680847},{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.4790264666080475},{"id":"https://openalex.org/keywords/dysarthria","display_name":"Dysarthria","score":0.45449841022491455},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.434188574552536},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1103922426700592}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7576954364776611},{"id":"https://openalex.org/C2780844864","wikidata":"https://www.wikidata.org/wiki/Q184377","display_name":"Pronunciation","level":2,"score":0.7137208580970764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6088870763778687},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5246915221214294},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5196089148521423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48075243830680847},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.4790264666080475},{"id":"https://openalex.org/C2777639682","wikidata":"https://www.wikidata.org/wiki/Q225957","display_name":"Dysarthria","level":2,"score":0.45449841022491455},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.434188574552536},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1103922426700592},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2025.1388180","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1388180","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1388180/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:40539129","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40539129","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":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:doaj.org/article:2477f76a426a47ef955441757e7d8152","is_oa":true,"landing_page_url":"https://doaj.org/article/2477f76a426a47ef955441757e7d8152","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 8 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12176872","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12176872","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frai.2025.1388180","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1388180","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1388180/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411075449.pdf","grobid_xml":"https://content.openalex.org/works/W4411075449.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2294406854","https://openalex.org/W2552697641","https://openalex.org/W2790046776","https://openalex.org/W2883781843","https://openalex.org/W2921428784","https://openalex.org/W3014330170","https://openalex.org/W3022172938","https://openalex.org/W3110420963","https://openalex.org/W3164509420","https://openalex.org/W4285058487","https://openalex.org/W4289259980"],"related_works":["https://openalex.org/W2530685530","https://openalex.org/W4375868962","https://openalex.org/W2331173358","https://openalex.org/W2011227383","https://openalex.org/W2088854863","https://openalex.org/W4402568167","https://openalex.org/W2942893872","https://openalex.org/W3179495260","https://openalex.org/W2897924318","https://openalex.org/W2138997758"],"abstract_inverted_index":{"The":[0,76,133],"main":[1],"aim":[2],"of":[3,78,86,118,125,135,148],"this":[4,73],"study":[5],"is":[6],"to":[7,15,66,83,114],"employ":[8],"artificial":[9],"intelligence":[10],"and":[11,17,60,68,101,145,151,156,163],"machine":[12,53,79],"learning":[13,54,80],"methods":[14,81],"assess":[16],"correct":[18,69],"pronunciation":[19,70,126],"disorders":[20],"in":[21,33,72,122,129,170,181],"post-traumatic":[22,130],"military":[23,131],"patients,":[24],"acknowledging":[25],"the":[26,84,116,123,136,143,149,175,186],"critical":[27],"need":[28],"for":[29,97],"effective":[30],"communication":[31],"rehabilitation":[32],"individuals":[34],"who":[35],"have":[36],"experienced":[37],"trauma,":[38],"such":[39,157],"as":[40,160],"head":[41],"injuries":[42],"or":[43],"war-related":[44],"incidents.":[45],"Tasks":[46],"include":[47],"reviewing":[48],"existing":[49],"research,":[50],"selecting":[51],"appropriate":[52],"methods,":[55],"generating":[56],"relevant":[57],"training":[58,150],"data,":[59,153],"implementing":[61],"a":[62,90,102],"software":[63],"architecture":[64],"tailored":[65],"analyze":[67],"defects":[71],"specific":[74],"population.":[75],"analysis":[77],"led":[82],"selection":[85],"two":[87,137],"experimental":[88],"models:":[89],"Convolutional":[91],"Neural":[92],"Network":[93],"(CNN)":[94],"utilizing":[95],"mel-spectrograms":[96],"image-based":[98],"sound":[99],"representation":[100],"Long":[103],"Short-Term":[104],"Memory":[105],"(LSTM)":[106],"network":[107],"combined":[108],"with":[109],"mel-frequency":[110],"cepstral":[111],"coefficients,":[112],"aiming":[113],"explore":[115],"effectiveness":[117],"sequential":[119],"data":[120],"processing":[121],"context":[124],"disorder":[127],"classification":[128],"patients.":[132],"results":[134,169],"models":[138,166],"were":[139],"compared":[140],"based":[141],"on":[142],"loss":[144],"accuracy":[146],"functions":[147],"validation":[152],"error":[154],"matrices,":[155],"key":[158],"metrics":[159],"precision,":[161],"recall,":[162],"F1-score.":[164],"Both":[165],"showed":[167],"promising":[168],"classifying":[171],"dysarthria":[172],"stages,":[173],"but":[174],"CNN":[176],"model":[177],"performed":[178],"slightly":[179],"better":[180],"predicting":[182],"all":[183],"classes":[184],"than":[185],"LSTM.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
