{"id":"https://openalex.org/W4315700488","doi":"https://doi.org/10.3390/s23020902","title":"Prediction of Tinnitus Treatment Outcomes Based on EEG Sensors and TFI Score Using Deep Learning","display_name":"Prediction of Tinnitus Treatment Outcomes Based on EEG Sensors and TFI Score Using Deep Learning","publication_year":2023,"publication_date":"2023-01-12","ids":{"openalex":"https://openalex.org/W4315700488","doi":"https://doi.org/10.3390/s23020902","pmid":"https://pubmed.ncbi.nlm.nih.gov/36679693"},"language":"en","primary_location":{"id":"doi:10.3390/s23020902","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020902","pdf_url":"https://www.mdpi.com/1424-8220/23/2/902/pdf?version=1673520119","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/2/902/pdf?version=1673520119","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008184865","display_name":"Maryam Doborjeh","orcid":"https://orcid.org/0000-0003-4953-0662"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Maryam Doborjeh","raw_affiliation_strings":["Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"raw_orcid":"https://orcid.org/0000-0003-4953-0662","affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100697576","display_name":"Xiaoxu Liu","orcid":"https://orcid.org/0000-0002-5028-5089"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Xiaoxu Liu","raw_affiliation_strings":["Centre for Robotics & Vision (CeRV), Auckland University of Technology, Auckland 1010, New Zealand","Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Robotics & Vision (CeRV), Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]},{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090783596","display_name":"Zohreh Doborjeh","orcid":"https://orcid.org/0000-0003-1431-8258"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]},{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Zohreh Doborjeh","raw_affiliation_strings":["Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand","School of Psychology, The University of Waikato, Hamilton 3216, New Zealand"],"raw_orcid":"https://orcid.org/0000-0003-1431-8258","affiliations":[{"raw_affiliation_string":"Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I154130895"]},{"raw_affiliation_string":"School of Psychology, The University of Waikato, Hamilton 3216, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042799313","display_name":"Yuanyuan Shen","orcid":"https://orcid.org/0000-0003-0968-4472"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Yuanyuan Shen","raw_affiliation_strings":["Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute (KEDRI), School of Engineering Computer and Mathematical Sciences, Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016415723","display_name":"Grant D. Searchfield","orcid":"https://orcid.org/0000-0001-7303-2159"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Grant Searchfield","raw_affiliation_strings":["Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069176975","display_name":"Philip J. Sanders","orcid":"https://orcid.org/0000-0003-2511-3135"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Philip Sanders","raw_affiliation_strings":["Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand"],"raw_orcid":"https://orcid.org/0000-0003-2511-3135","affiliations":[{"raw_affiliation_string":"Eisdell Moore Centre, Audiology, School of Population Health, The University of Auckland, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100774729","display_name":"Grace Wang","orcid":"https://orcid.org/0000-0003-2063-031X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Grace Y. Wang","raw_affiliation_strings":["Centre for Health Research, University of Southern Queensland, Darling Heights, QLD 4350, Australia","School of Psychology and Wellbeing, University of Southern Queensland, Darling Heights, QLD 4350, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2063-031X","affiliations":[{"raw_affiliation_string":"Centre for Health Research, University of Southern Queensland, Darling Heights, QLD 4350, Australia","institution_ids":["https://openalex.org/I185523456"]},{"raw_affiliation_string":"School of Psychology and Wellbeing, University of Southern Queensland, Darling Heights, QLD 4350, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011765174","display_name":"Alexander Sumich","orcid":"https://orcid.org/0000-0003-4333-8442"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexander Sumich","raw_affiliation_strings":["NTU Psychology, Nottingham Trent University, Nottingham NG1 4FQ, UK"],"raw_orcid":"https://orcid.org/0000-0003-4333-8442","affiliations":[{"raw_affiliation_string":"NTU Psychology, Nottingham Trent University, Nottingham NG1 4FQ, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087857252","display_name":"Weiqi Yan","orcid":"https://orcid.org/0000-0002-7443-3285"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Wei Qi Yan","raw_affiliation_strings":["Centre for Robotics & Vision (CeRV), Auckland University of Technology, Auckland 1010, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-7443-3285","affiliations":[{"raw_affiliation_string":"Centre for Robotics & Vision (CeRV), Auckland University of Technology, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I39854758"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5008184865"],"corresponding_institution_ids":["https://openalex.org/I39854758"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.8479,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.95825781,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"2","first_page":"902","last_page":"902"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.9987999796867371,"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/T10334","display_name":"Hearing, Cochlea, Tinnitus, Genetics","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9954000115394592,"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/electroencephalography","display_name":"Electroencephalography","score":0.8173880577087402},{"id":"https://openalex.org/keywords/tinnitus","display_name":"Tinnitus","score":0.7960444688796997},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.5043202638626099},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4428894519805908},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.4199320375919342},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3663504123687744},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33454403281211853},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32416999340057373},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.08027321100234985}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8173880577087402},{"id":"https://openalex.org/C2776992516","wikidata":"https://www.wikidata.org/wiki/Q192309","display_name":"Tinnitus","level":2,"score":0.7960444688796997},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.5043202638626099},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4428894519805908},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.4199320375919342},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3663504123687744},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33454403281211853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32416999340057373},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.08027321100234985}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D014012","descriptor_name":"Tinnitus","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":8,"locations":[{"id":"doi:10.3390/s23020902","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020902","pdf_url":"https://www.mdpi.com/1424-8220/23/2/902/pdf?version=1673520119","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:36679693","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36679693","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:irep.ntu.ac.uk:47970","is_oa":true,"landing_page_url":null,"pdf_url":"https://irep.ntu.ac.uk/id/eprint/47970/1/1635263_Sumich.pdf","source":{"id":"https://openalex.org/S4306400559","display_name":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52590639","host_organization_name":"Nottingham Trent University","host_organization_lineage":["https://openalex.org/I52590639"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:openrepository.aut.ac.nz:10292/15800","is_oa":true,"landing_page_url":"http://hdl.handle.net/10292/15800","pdf_url":"https://openrepository.aut.ac.nz/bitstreams/976c85f3-bdb3-4f13-a838-f185ee169fb7/download","source":{"id":"https://openalex.org/S4306401809","display_name":"Tuwhera (Auckland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39854758","host_organization_name":"Auckland University of Technology","host_organization_lineage":["https://openalex.org/I39854758"],"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:pubmedcentral.nih.gov:9861477","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9861477","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9861477/pdf/sensors-23-00902.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,"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:b8a5005f183d46fe910f480af62b8717","is_oa":true,"landing_page_url":"https://doaj.org/article/b8a5005f183d46fe910f480af62b8717","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":"Sensors, Vol 23, Iss 2, p 902 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/2/902/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23020902","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 23; Issue 2; Pages: 902","raw_type":"Text"},{"id":"pmh:oai:researchspace.auckland.ac.nz:2292/62967","is_oa":true,"landing_page_url":"https://hdl.handle.net/2292/62967","pdf_url":null,"source":{"id":"https://openalex.org/S7407055463","display_name":"ResearchSpace (University of Auckland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I154130895","host_organization_name":"University of Auckland","host_organization_lineage":["https://openalex.org/I154130895"],"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"}],"best_oa_location":{"id":"doi:10.3390/s23020902","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23020902","pdf_url":"https://www.mdpi.com/1424-8220/23/2/902/pdf?version=1673520119","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310339","display_name":"Auckland University of Technology, New Zealand","ror":"https://ror.org/01zvqw119"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4315700488.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1829924905","https://openalex.org/W2001993563","https://openalex.org/W2003970565","https://openalex.org/W2011966906","https://openalex.org/W2066702759","https://openalex.org/W2076063813","https://openalex.org/W2098729027","https://openalex.org/W2124169283","https://openalex.org/W2141674457","https://openalex.org/W2148905283","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2264894382","https://openalex.org/W2319786900","https://openalex.org/W2339955186","https://openalex.org/W2346952241","https://openalex.org/W2412782625","https://openalex.org/W2589647984","https://openalex.org/W2602918391","https://openalex.org/W2606973403","https://openalex.org/W2737672057","https://openalex.org/W2802227393","https://openalex.org/W2809254203","https://openalex.org/W2895104285","https://openalex.org/W2896864700","https://openalex.org/W2902690682","https://openalex.org/W2905502836","https://openalex.org/W2990041501","https://openalex.org/W2995545447","https://openalex.org/W3093717265","https://openalex.org/W3095114157","https://openalex.org/W3100120625","https://openalex.org/W3120605618","https://openalex.org/W3156776238","https://openalex.org/W3157333358","https://openalex.org/W3179461162","https://openalex.org/W3186466765","https://openalex.org/W3201244874","https://openalex.org/W3205989705","https://openalex.org/W3215419804","https://openalex.org/W4200534561","https://openalex.org/W4205705102","https://openalex.org/W4280616982","https://openalex.org/W4292994367","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W2333533852","https://openalex.org/W2297779309","https://openalex.org/W2139696050","https://openalex.org/W2239705608","https://openalex.org/W2762112353","https://openalex.org/W1991843732","https://openalex.org/W2474788711","https://openalex.org/W1969670138","https://openalex.org/W2408822444","https://openalex.org/W2767924605"],"abstract_inverted_index":{"Tinnitus":[0,150],"is":[1,6,22],"a":[2,46,53,85],"hearing":[3],"disorder":[4],"that":[5,36,58,118,187],"characterized":[7],"by":[8,148],"the":[9,14,99,108,137,163,184,206,212,223],"perception":[10],"of":[11,16,166,183,234],"sounds":[12],"in":[13,63,175,190,195],"absence":[15],"an":[17,180],"external":[18],"source.":[19],"Currently,":[20],"there":[21],"no":[23],"pharmaceutical":[24],"cure":[25],"for":[26,127,171,231],"tinnitus,":[27],"however,":[28],"multiple":[29],"therapies":[30],"and":[31,42,82,110,129,210,215,225],"interventions":[32],"have":[33],"been":[34],"developed":[35],"improve":[37],"or":[38,144],"control":[39],"associated":[40],"distress":[41],"anxiety.":[43],"We":[44],"propose":[45],"new":[47],"Artificial":[48],"Intelligence":[49],"(AI)":[50],"algorithm":[51],"as":[52,116,146],"digital":[54],"prognostic":[55],"health":[56],"system":[57],"models":[59,135],"electroencephalographic":[60],"(EEG)":[61],"data":[62,74],"order":[64],"to":[65,69,80,93,197],"predict":[66],"patients'":[67,103,138],"responses":[68],"tinnitus":[70,198],"therapies.":[71],"The":[72,102,133,177],"EEG":[73,96,104,123,185,203,213],"was":[75],"collected":[76],"from":[77,106,122,158],"patients":[78,221],"prior":[79],"treatment":[81],"3-months":[83],"following":[84],"sound-based":[86],"therapy.":[87],"Feature":[88],"selection":[89],"techniques":[90],"were":[91,114],"utilised":[92],"identify":[94],"predictive":[95],"variables":[97],"with":[98,155],"best":[100],"accuracy.":[101],"features":[105],"both":[107],"frequency":[109,214],"functional":[111,193,216],"connectivity":[112,217],"domains":[113],"entered":[115],"inputs":[117],"carry":[119],"knowledge":[120],"extracted":[121],"into":[124,140,222],"AI":[125,134],"algorithms":[126],"training":[128],"predicting":[130,172],"therapy":[131,142,173,236],"outcomes.":[132],"differentiated":[136],"outcomes":[139,174,237],"either":[141],"responder":[143,224],"non-responder,":[145],"defined":[147],"their":[149],"Functional":[151],"Index":[152],"(TFI)":[153],"scores,":[154],"accuracies":[156],"ranging":[157],"98%-100%.":[159],"Our":[160],"findings":[161],"demonstrate":[162],"potential":[164,230],"use":[165],"AI,":[167],"including":[168],"deep":[169],"learning,":[170],"tinnitus.":[176],"research":[178],"suggests":[179],"optimal":[181],"configuration":[182],"sensors":[186,209],"are":[188,205],"involved":[189],"measuring":[191],"brain":[192],"changes":[194],"response":[196],"treatments.":[199],"It":[200],"identified":[201],"which":[202],"electrodes":[204],"most":[207],"informative":[208],"how":[211],"can":[218],"better":[219],"classify":[220],"non-responder":[226],"groups.":[227],"This":[228],"has":[229],"real-time":[232],"monitoring":[233],"patient":[235],"at":[238],"home.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}
