{"id":"https://openalex.org/W4366687736","doi":"https://doi.org/10.3390/bioengineering10040493","title":"A Narrative Review of Speech and EEG Features for Schizophrenia Detection: Progress and Challenges","display_name":"A Narrative Review of Speech and EEG Features for Schizophrenia Detection: Progress and Challenges","publication_year":2023,"publication_date":"2023-04-20","ids":{"openalex":"https://openalex.org/W4366687736","doi":"https://doi.org/10.3390/bioengineering10040493","pmid":"https://pubmed.ncbi.nlm.nih.gov/37106680","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10135748"},"language":"en","primary_location":{"id":"doi:10.3390/bioengineering10040493","doi":"https://doi.org/10.3390/bioengineering10040493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering10040493","pdf_url":"https://www.mdpi.com/2306-5354/10/4/493/pdf?version=1682056109","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2306-5354/10/4/493/pdf?version=1682056109","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026559713","display_name":"Felipe Teixeira","orcid":"https://orcid.org/0000-0002-3439-826X","observed_orcids":["https://orcid.org/0000-0002-3439-826X"]},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I4210092303","display_name":"Universidade Polit\u00e9cnica de Bragan\u00e7a","ror":"https://ror.org/00prsav78","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210092303"]},{"id":"https://openalex.org/I4391767784","display_name":"Research Centre in Digitalization and Intelligent Robotics","ror":"https://ror.org/00vye5g85","country_code":"PT","type":"facility","lineage":["https://openalex.org/I4391767784"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Felipe Lage Teixeira","raw_affiliation_strings":["Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-3439-826X","affiliations":[{"raw_affiliation_string":"Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal","institution_ids":["https://openalex.org/I4210092303","https://openalex.org/I4391767784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054726434","display_name":"Miguel Rocha e Costa","orcid":"https://orcid.org/0000-0002-6951-1736","observed_orcids":["https://orcid.org/0000-0002-6951-1736"]},"institutions":[{"id":"https://openalex.org/I4210092303","display_name":"Universidade Polit\u00e9cnica de Bragan\u00e7a","ror":"https://ror.org/00prsav78","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210092303"]},{"id":"https://openalex.org/I4391767784","display_name":"Research Centre in Digitalization and Intelligent Robotics","ror":"https://ror.org/00vye5g85","country_code":"PT","type":"facility","lineage":["https://openalex.org/I4391767784"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Miguel Rocha e Costa","raw_affiliation_strings":["Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal","institution_ids":["https://openalex.org/I4210092303","https://openalex.org/I4391767784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063960495","display_name":"Jos\u00e9 Lu\u00eds Pio-Abreu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802025818","display_name":"Unidade Local de Sa\u00fade de Coimbra","ror":"https://ror.org/04032fz76","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I2802025818"]},{"id":"https://openalex.org/I76903346","display_name":"University of Coimbra","ror":"https://ror.org/04z8k9a98","country_code":"PT","type":"education","lineage":["https://openalex.org/I76903346"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Pio Abreu","raw_affiliation_strings":["Faculty of Medicine of the University of Coimbra, 3000-548 Coimbra, Portugal","Hospital da Universidade de Coimbra, 3004-561 Coimbra, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine of the University of Coimbra, 3000-548 Coimbra, Portugal","institution_ids":["https://openalex.org/I76903346"]},{"raw_affiliation_string":"Hospital da Universidade de Coimbra, 3004-561 Coimbra, Portugal","institution_ids":["https://openalex.org/I2802025818","https://openalex.org/I76903346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112169150","display_name":"Manuel Cabral","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Manuel Cabral","raw_affiliation_strings":["Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","Institute of Electronics and Informatics Engineering of Aveiro (IEETA), University of Aveiro, 3810-193 Aveiro, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"Institute of Electronics and Informatics Engineering of Aveiro (IEETA), University of Aveiro, 3810-193 Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008995670","display_name":"Salviano Soares","orcid":"https://orcid.org/0000-0001-5862-5706","observed_orcids":["https://orcid.org/0000-0001-5862-5706"]},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Salviano Pinto Soares","raw_affiliation_strings":["Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","Institute of Electronics and Informatics Engineering of Aveiro (IEETA), University of Aveiro, 3810-193 Aveiro, Portugal","Intelligent Systems Associate Laboratory (LASI), University of Aveiro, 3810-193 Aveiro, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-5862-5706","affiliations":[{"raw_affiliation_string":"Engineering Department, School of Sciences and Technology, University of Tr\u00e1s-os-Montes and Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"Institute of Electronics and Informatics Engineering of Aveiro (IEETA), University of Aveiro, 3810-193 Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]},{"raw_affiliation_string":"Intelligent Systems Associate Laboratory (LASI), University of Aveiro, 3810-193 Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010364715","display_name":"Jo\u00e3o Paulo Teixeira","orcid":"https://orcid.org/0000-0002-6679-5702","observed_orcids":["https://orcid.org/0000-0002-6679-5702"]},"institutions":[{"id":"https://openalex.org/I4210092303","display_name":"Universidade Polit\u00e9cnica de Bragan\u00e7a","ror":"https://ror.org/00prsav78","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210092303"]},{"id":"https://openalex.org/I4391767784","display_name":"Research Centre in Digitalization and Intelligent Robotics","ror":"https://ror.org/00vye5g85","country_code":"PT","type":"facility","lineage":["https://openalex.org/I4391767784"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Jo\u00e3o Paulo Teixeira","raw_affiliation_strings":["Laborat\u00f3rio para a Sustentabilidade e Tecnologia em Regi\u00f5es de Montanha (SusTEC), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal","Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-6679-5702","affiliations":[{"raw_affiliation_string":"Laborat\u00f3rio para a Sustentabilidade e Tecnologia em Regi\u00f5es de Montanha (SusTEC), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal","institution_ids":["https://openalex.org/I4210092303"]},{"raw_affiliation_string":"Research Centre in Digitalization and Intelligent Robotics (CEDRI), Instituto Polit\u00e9cnico de Bragan\u00e7a, Campus de Santa Apol\u00f3nia, 5300-253 Bragan\u00e7a, Portugal","institution_ids":["https://openalex.org/I4210092303","https://openalex.org/I4391767784"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5010364715"],"corresponding_institution_ids":["https://openalex.org/I4210092303","https://openalex.org/I4391767784"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2224},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2224},"fwci":0.5194,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.5699722,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"10","issue":"4","first_page":"493","last_page":"493"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9023000001907349,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9023000001907349,"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"}},{"id":"https://openalex.org/T10023","display_name":"Schizophrenia research and treatment","score":0.04749999940395355,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.013299999758601189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/schizophrenia-detection","display_name":"schizophrenia detection","score":0.8489999771118164},{"id":"https://openalex.org/keywords/speech-features","display_name":"speech features","score":0.8659999966621399},{"id":"https://openalex.org/keywords/eeg-features","display_name":"EEG features","score":0.9580000042915344},{"id":"https://openalex.org/keywords/speech-emotion-analysis","display_name":"speech emotion analysis","score":0.8379999995231628},{"id":"https://openalex.org/keywords/prosodic-features","display_name":"prosodic features","score":0.8460000157356262},{"id":"https://openalex.org/keywords/fundamental-frequency","display_name":"fundamental frequency","score":0.7179999947547913},{"id":"https://openalex.org/keywords/mel-frequency-cepstral-coefficients","display_name":"Mel-frequency cepstral coefficients","score":0.8339999914169312},{"id":"https://openalex.org/keywords/event-related-potentials","display_name":"event-related potentials","score":0.8009999990463257},{"id":"https://openalex.org/keywords/mismatch-negativity","display_name":"mismatch negativity","score":0.9890000224113464},{"id":"https://openalex.org/keywords/nonlinear-eeg-features","display_name":"nonlinear EEG features","score":0.8849999904632568},{"id":"https://openalex.org/keywords/early-diagnosis","display_name":"early diagnosis","score":0.7570000290870667},{"id":"https://openalex.org/keywords/disease-biomarkers","display_name":"disease biomarkers","score":0.671999990940094},{"id":"https://openalex.org/keywords/linear-predictive-cepstral-coefficients","display_name":"linear predictive cepstral coefficients","score":0.6179999709129333}],"concepts":[{"id":"https://openalex.org/C151989614","wikidata":"https://www.wikidata.org/wiki/Q440370","display_name":"Mel-frequency cepstrum","level":3,"score":0.6891652941703796},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5532971620559692},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5407663583755493},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.5078111290931702},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.5029110312461853},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.501981258392334},{"id":"https://openalex.org/C158215666","wikidata":"https://www.wikidata.org/wiki/Q1414685","display_name":"Formant","level":3,"score":0.49958348274230957},{"id":"https://openalex.org/C88485024","wikidata":"https://www.wikidata.org/wiki/Q1054571","display_name":"Cepstrum","level":2,"score":0.477232962846756},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4598008990287781},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37773993611335754},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3480173349380493},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.33520418405532837},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.12194231152534485},{"id":"https://openalex.org/C2779581591","wikidata":"https://www.wikidata.org/wiki/Q36244","display_name":"Vowel","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/bioengineering10040493","doi":"https://doi.org/10.3390/bioengineering10040493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering10040493","pdf_url":"https://www.mdpi.com/2306-5354/10/4/493/pdf?version=1682056109","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10135748","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10135748","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10135748/pdf/bioengineering-10-00493.pdf","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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering (Basel)","raw_type":"Text"},{"id":"pmid:37106680","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37106680","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,"listed_in":[],"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":"Bioengineering (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:bibliotecadigital.unipb.pt:10198/23501","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10198/23501","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},{"id":"pmh:oai:doaj.org/article:ed077b60ab0f493bb7c670f8badfc75a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/ed077b60ab0f493bb7c670f8badfc75a","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,"listed_in":[],"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":"Bioengineering, Vol 10, Iss 4, p 493 (2023)","raw_type":"article"},{"id":"pmh:oai:estudogeral.uc.pt:10316/113636","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10316/113636","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},{"id":"pmh:oai:repositorio.utad.pt:10348/13061","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10348/13061","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.3390/bioengineering10040493","doi":"https://doi.org/10.3390/bioengineering10040493","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering10040493","pdf_url":"https://www.mdpi.com/2306-5354/10/4/493/pdf?version=1682056109","source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1278090913","display_name":null,"funder_award_id":"LA/P/0007/2021","funder_id":"https://openalex.org/F4320323642","funder_display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior"},{"id":"https://openalex.org/G1516346500","display_name":null,"funder_award_id":"01-0145","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2470637954","display_name":null,"funder_award_id":"Norte-01-0145-FEDER-000042","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2861379516","display_name":"GreenHealth - Estrat\u00e9gias digitais e baseadas em ativos biol\u00f3gicos para melhorar o bem-estar e promover a sa\u00fade verde","funder_award_id":"NORTE-01-0145-FEDER-000042","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4178805814","display_name":null,"funder_award_id":"UIDB/05757/2020","funder_id":"https://openalex.org/F4320323642","funder_display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior"},{"id":"https://openalex.org/G4423755816","display_name":"Centro de Investiga\u00e7\u00e3o em Digitaliza\u00e7\u00e3o e Rob\u00f3tica Inteligente","funder_award_id":"UIDP/05757/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G5568187819","display_name":null,"funder_award_id":"SusTEC (LA/P/0007","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G6740529411","display_name":null,"funder_award_id":"LA/P/0007/2021","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7347366247","display_name":null,"funder_award_id":"0145-FEDER-000042","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G7956726550","display_name":"Centro de Investiga\u00e7\u00e3o em Digitaliza\u00e7\u00e3o e Rob\u00f3tica Inteligente","funder_award_id":"UIDB/05757/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G8026857231","display_name":null,"funder_award_id":"UIDP/05757/2020","funder_id":"https://openalex.org/F4320323642","funder_display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior"}],"funders":[{"id":"https://openalex.org/F4320323642","display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior","ror":"https://ror.org/045b9pr88"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366687736.pdf","grobid_xml":"https://content.openalex.org/works/W4366687736.grobid-xml"},"referenced_works_count":100,"referenced_works":["https://openalex.org/W898455653","https://openalex.org/W1267646904","https://openalex.org/W1499839459","https://openalex.org/W1624853736","https://openalex.org/W1916824381","https://openalex.org/W1966901951","https://openalex.org/W1972547698","https://openalex.org/W1979736058","https://openalex.org/W1982498416","https://openalex.org/W2000533277","https://openalex.org/W2003133489","https://openalex.org/W2006715603","https://openalex.org/W2013284534","https://openalex.org/W2014751432","https://openalex.org/W2020458109","https://openalex.org/W2023485059","https://openalex.org/W2036597812","https://openalex.org/W2058160396","https://openalex.org/W2064059030","https://openalex.org/W2071198008","https://openalex.org/W2074788634","https://openalex.org/W2078522484","https://openalex.org/W2082263134","https://openalex.org/W2089459344","https://openalex.org/W2101957463","https://openalex.org/W2102366253","https://openalex.org/W2114816835","https://openalex.org/W2125206183","https://openalex.org/W2127828889","https://openalex.org/W2129063972","https://openalex.org/W2132218777","https://openalex.org/W2135848692","https://openalex.org/W2137551552","https://openalex.org/W2137639365","https://openalex.org/W2141641254","https://openalex.org/W2142476877","https://openalex.org/W2155174847","https://openalex.org/W2161616847","https://openalex.org/W2162447216","https://openalex.org/W2167447275","https://openalex.org/W2317474889","https://openalex.org/W2319927805","https://openalex.org/W2408056330","https://openalex.org/W2463476216","https://openalex.org/W2480195998","https://openalex.org/W2604132829","https://openalex.org/W2608181477","https://openalex.org/W2719245248","https://openalex.org/W2734707624","https://openalex.org/W2762739796","https://openalex.org/W2774139328","https://openalex.org/W2791935814","https://openalex.org/W2795990649","https://openalex.org/W2797086641","https://openalex.org/W2801704870","https://openalex.org/W2884527106","https://openalex.org/W2888938345","https://openalex.org/W2901358490","https://openalex.org/W2904017651","https://openalex.org/W2933196674","https://openalex.org/W2938637279","https://openalex.org/W2957892206","https://openalex.org/W2963632193","https://openalex.org/W2977310800","https://openalex.org/W2979615328","https://openalex.org/W2984124903","https://openalex.org/W2995752917","https://openalex.org/W2997399314","https://openalex.org/W2998123861","https://openalex.org/W3003236386","https://openalex.org/W3003970596","https://openalex.org/W3004047823","https://openalex.org/W3016295984","https://openalex.org/W3032459224","https://openalex.org/W3034780146","https://openalex.org/W3035451094","https://openalex.org/W3035583969","https://openalex.org/W3045880871","https://openalex.org/W3046488899","https://openalex.org/W3059654161","https://openalex.org/W3080276055","https://openalex.org/W3082170993","https://openalex.org/W3082494264","https://openalex.org/W3087780934","https://openalex.org/W3088460791","https://openalex.org/W3091352289","https://openalex.org/W3094120200","https://openalex.org/W3113497772","https://openalex.org/W3120897863","https://openalex.org/W3131638650","https://openalex.org/W3152338574","https://openalex.org/W3160343815","https://openalex.org/W3162740984","https://openalex.org/W3168813678","https://openalex.org/W3178048544","https://openalex.org/W3181882215","https://openalex.org/W3200080868","https://openalex.org/W4248880553","https://openalex.org/W6950338138","https://openalex.org/W7024239275"],"related_works":["https://openalex.org/W4417122715","https://openalex.org/W7117976925","https://openalex.org/W4205117765","https://openalex.org/W7125393627","https://openalex.org/W7153327140","https://openalex.org/W4410212474","https://openalex.org/W2620781294","https://openalex.org/W4321063205","https://openalex.org/W3091352289","https://openalex.org/W4402632823"],"abstract_inverted_index":{"Schizophrenia":[0],"is":[1,19,31,73,87,124],"a":[2,20,60,125],"mental":[3,27,115],"illness":[4,80,116],"that":[5,16,33,70,111,130],"affects":[6],"an":[7,94],"estimated":[8],"21":[9],"million":[10],"people":[11],"worldwide.":[12],"The":[13,121,138,202,225,282],"literature":[14,147,271],"establishes":[15],"electroencephalography":[17],"(EEG)":[18],"well-implemented":[21],"means":[22],"of":[23,79,128,142,167,175,233],"studying":[24],"and":[25,35,39,46,53,108,119,159,169,172,193,210,215,223,244,255,280,300],"diagnosing":[26],"disorders.":[28],"However,":[29],"it":[30,86],"known":[32],"speech":[34,118,135,143],"language":[36],"provide":[37],"unique":[38],"essential":[40],"information":[41],"about":[42,106],"human":[43],"thought.":[44],"Semantic":[45],"emotional":[47,122,226],"content,":[48],"semantic":[49],"coherence,":[50],"syntactic":[51],"structure,":[52],"complexity":[54],"can":[55,112,131,228],"thus":[56],"be":[57,132,229],"combined":[58],"in":[59,145,188,269,288],"machine":[61],"learning":[62],"process":[63],"to":[64,75,89,102],"detect":[65],"schizophrenia.":[66],"Several":[67],"studies":[68],"show":[69],"early":[71,95],"identification":[72],"crucial":[74],"prevent":[76],"the":[77,109,146,165,173,189,199,208,221,234,256,260,264,270,293],"onset":[78],"or":[81,195],"mitigate":[82],"possible":[83],"complications.":[84],"Therefore,":[85],"necessary":[88],"identify":[90,113],"disease-specific":[91],"biomarkers":[92],"for":[93],"diagnosis":[96],"support":[97],"system.":[98],"This":[99],"work":[100,203],"contributes":[101],"improving":[103],"our":[104],"knowledge":[105],"schizophrenia":[107,129,190,289],"features":[110,141,197,212,235,253,267,284],"this":[114],"via":[117],"EEG.":[120],"state":[123,227],"specific":[126],"characteristic":[127],"identified":[133,230],"with":[134,204,231,285],"emotion":[136],"analysis.":[137],"most":[139,232,265],"used":[140,207],"found":[144,268],"review":[148],"are":[149,272,292],"fundamental":[150],"frequency":[151,155],"(F0),":[152],"intensity/loudness":[153],"(I),":[154],"formants":[156],"(F1,":[157],"F2,":[158,241],"F3),":[160],"Mel-frequency":[161],"cepstral":[162,248],"coefficients":[163,249],"(MFCC's),":[164],"duration":[166,174],"pauses":[168],"sentences":[170],"(SD),":[171],"silence":[176],"between":[177],"words.":[178],"Combining":[179],"at":[180],"least":[181],"two":[182],"feature":[183],"categories":[184],"achieved":[185,198],"high":[186],"accuracy":[187,206,287],"classification.":[191],"Prosodic":[192],"spectral":[194,211,252],"temporal":[196],"highest":[200],"accuracy.":[201],"higher":[205,286],"prosodic":[209],"QEVA,":[213],"SDVV,":[214],"SSDL,":[216],"which":[217],"were":[218],"derived":[219],"from":[220],"F0":[222],"spectrogram.":[224],"previously":[236],"mentioned":[237],"(F0,":[238],"I,":[239],"F1,":[240],"F3,":[242],"MFCCs,":[243],"SD),":[245],"linear":[246,251],"prediction":[247],"(LPCC),":[250],"(LSF),":[254],"pause":[257],"rate.":[258],"Using":[259],"event-related":[261],"potentials":[262],"(ERP),":[263],"promissory":[266],"mismatch":[273],"negativity":[274],"(MMN),":[275],"P2,":[276],"P3,":[277],"P50,":[278],"N1,":[279],"N2.":[281],"EEG":[283],"classification":[290],"subjects":[291],"nonlinear":[294],"features,":[295],"such":[296],"as":[297],"Cx,":[298],"HFD,":[299],"Lya.":[301]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-04-24T00:00:00"}
