{"id":"https://openalex.org/W4411075385","doi":"https://doi.org/10.3389/frai.2025.1601716","title":"Machine learning based assessment of hoarseness severity: a multi-sensor approach centered on high-speed videoendoscopy","display_name":"Machine learning based assessment of hoarseness severity: a multi-sensor approach centered on high-speed videoendoscopy","publication_year":2025,"publication_date":"2025-06-05","ids":{"openalex":"https://openalex.org/W4411075385","doi":"https://doi.org/10.3389/frai.2025.1601716","pmid":"https://pubmed.ncbi.nlm.nih.gov/40539128"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1601716","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1601716","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1601716/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.2025.1601716/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055015618","display_name":"Tobias Schraut","orcid":"https://orcid.org/0000-0001-5019-6441"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tobias Schraut","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854","https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025885441","display_name":"Anne Sch\u00fctzenberger","orcid":"https://orcid.org/0000-0002-9510-4018"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne Sch\u00fctzenberger","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854","https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015908653","display_name":"Tom\u00e1s Arias\u2010Vergara","orcid":"https://orcid.org/0000-0001-9405-4154"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s Arias-Vergara","raw_affiliation_strings":["Pattern Recognition Lab, Chair of Computer Science, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pattern Recognition Lab, Chair of Computer Science, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005221881","display_name":"Melda Kunduk","orcid":"https://orcid.org/0000-0002-9699-9941"},"institutions":[{"id":"https://openalex.org/I121820613","display_name":"Louisiana State University","ror":"https://ror.org/05ect4e57","country_code":"US","type":"education","lineage":["https://openalex.org/I121820613"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Melda Kunduk","raw_affiliation_strings":["Department of Communication Sciences and Disorders, Louisiana State University, Baton Rouge, LA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Communication Sciences and Disorders, Louisiana State University, Baton Rouge, LA, United States","institution_ids":["https://openalex.org/I121820613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007913143","display_name":"Matthias Echternach","orcid":"https://orcid.org/0000-0003-0095-5360"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Echternach","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Munich, Ludwig-Maximilian-Universit\u00e4t M\u00fcnchen, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Munich, Ludwig-Maximilian-Universit\u00e4t M\u00fcnchen, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105473262","display_name":"Stephan D\u00fcrr","orcid":null},"institutions":[{"id":"https://openalex.org/I3129555431","display_name":"University Hospital Regensburg","ror":"https://ror.org/01226dv09","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3129555431"]},{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan D\u00fcrr","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, University Hospital Regensburg, Universit\u00e4t Regensburg, Regensburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, University Hospital Regensburg, Universit\u00e4t Regensburg, Regensburg, Germany","institution_ids":["https://openalex.org/I3129555431","https://openalex.org/I60668342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095865185","display_name":"Julia Werz","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Werz","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854","https://openalex.org/I4210088053"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011005775","display_name":"Michael Doellinger","orcid":"https://orcid.org/0000-0003-2717-4820"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael D\u00f6llinger","raw_affiliation_strings":["Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Phoniatrics and Pediatric Audiology at the Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Erlangen, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854","https://openalex.org/I4210088053"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5055015618"],"corresponding_institution_ids":["https://openalex.org/I181369854","https://openalex.org/I4210088053"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":2.0267,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86216008,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"1601716","last_page":"1601716"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9962000250816345,"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":0.9962000250816345,"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/T12418","display_name":"Respiratory and Cough-Related Research","score":0.0010999999940395355,"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":0.0003000000142492354,"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/correlation","display_name":"Correlation","score":0.6406441926956177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6028416156768799},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.44064414501190186},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.43856656551361084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34629881381988525},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2521877884864807},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10509824752807617}],"concepts":[{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.6406441926956177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6028416156768799},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.44064414501190186},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.43856656551361084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34629881381988525},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2521877884864807},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10509824752807617},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/frai.2025.1601716","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1601716","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1601716/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:40539128","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40539128","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:open.fau.de:openfau/36429","is_oa":true,"landing_page_url":"https://open.fau.de/handle/openfau/36429","pdf_url":"https://open.fau.de/bitstreams/48ae0c21-edd5-494c-9616-122173addaaf/download","source":{"id":"https://openalex.org/S7407055110","display_name":"OPUS FAU - Online publication system of Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:08b57809b0d4463f9334e7ebc438369e","is_oa":true,"landing_page_url":"https://doaj.org/article/08b57809b0d4463f9334e7ebc438369e","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:12176771","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12176771","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.2025.1601716","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1601716","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1601716/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":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1292591014","display_name":null,"funder_award_id":"DO1247/8-2","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G1399568487","display_name":null,"funder_award_id":"SCHU3441/3-2","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320873","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411075385.pdf","grobid_xml":"https://content.openalex.org/works/W4411075385.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W193802519","https://openalex.org/W1487321909","https://openalex.org/W1510833811","https://openalex.org/W1555168845","https://openalex.org/W1563088657","https://openalex.org/W1964248694","https://openalex.org/W1964546269","https://openalex.org/W1967968609","https://openalex.org/W1968243346","https://openalex.org/W1971656081","https://openalex.org/W1986019648","https://openalex.org/W1987781972","https://openalex.org/W1992404540","https://openalex.org/W2002139987","https://openalex.org/W2003820141","https://openalex.org/W2009179928","https://openalex.org/W2016912663","https://openalex.org/W2018698317","https://openalex.org/W2024046085","https://openalex.org/W2028400690","https://openalex.org/W2045257077","https://openalex.org/W2051867010","https://openalex.org/W2058386275","https://openalex.org/W2060285946","https://openalex.org/W2074103362","https://openalex.org/W2074609249","https://openalex.org/W2082462913","https://openalex.org/W2088523802","https://openalex.org/W2092801140","https://openalex.org/W2092939357","https://openalex.org/W2116590517","https://openalex.org/W2119479037","https://openalex.org/W2131987814","https://openalex.org/W2295598076","https://openalex.org/W2806699289","https://openalex.org/W2810958285","https://openalex.org/W2904831645","https://openalex.org/W2943190612","https://openalex.org/W2964278775","https://openalex.org/W2973515423","https://openalex.org/W3026848845","https://openalex.org/W3036483348","https://openalex.org/W3040522169","https://openalex.org/W3127487394","https://openalex.org/W3163559373","https://openalex.org/W3174086521","https://openalex.org/W3175856466","https://openalex.org/W3205781386","https://openalex.org/W4213102919","https://openalex.org/W4229977739","https://openalex.org/W4238177692","https://openalex.org/W4244895750","https://openalex.org/W4245225521","https://openalex.org/W4252291922","https://openalex.org/W4297464240","https://openalex.org/W4319662346","https://openalex.org/W4386317486","https://openalex.org/W4390543736","https://openalex.org/W4391024991","https://openalex.org/W4392004887","https://openalex.org/W4406062888","https://openalex.org/W6607814346","https://openalex.org/W6629239351","https://openalex.org/W6643601877","https://openalex.org/W6745609711","https://openalex.org/W6750729320","https://openalex.org/W6910681941"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Introduction:":[0],"Functional":[1],"voice":[2,8,88],"disorders":[3],"are":[4],"characterized":[5],"by":[6,38,139,179],"impaired":[7],"production":[9],"without":[10],"primary":[11],"organic":[12],"changes,":[13],"posing":[14],"challenges":[15,304],"for":[16,53,76,289],"standardized":[17],"assessment.":[18],"Current":[19],"diagnostic":[20,271,321],"methods":[21],"rely":[22],"heavily":[23],"on":[24,64,122,161,169,192,198],"subjective":[25,203,230],"evaluation,":[26],"suffering":[27],"from":[28,109,171],"inter-rater":[29],"variability.":[30],"High-speed":[31],"videoendoscopy":[32],"(HSV)":[33],"offers":[34],"an":[35,54,157],"objective":[36,55,275,290],"alternative":[37],"capturing":[39],"true":[40],"intra-cycle":[41],"vocal":[42,61,300],"fold":[43],"behavior.":[44],"Integrating":[45,233],"time-synchronized":[46,252],"acoustic":[47,58,84,104,158,236,255,287],"and":[48,57,83,106,145,164,184,205,209,219,227,235,254,286,335],"HSV":[49,67,82,95,253,285],"recordings":[50,96,163,288],"could":[51,325],"allow":[52],"visual":[56],"assessment":[59,79],"of":[60,97,149,224,251,267,273,283,299,308,337],"function":[62],"based":[63,121,160,168,197],"a":[65,72,141,146,165,193,295],"single":[66],"examination.":[68],"This":[69,152,278],"study":[70,279],"investigates":[71],"machine":[73],"learning-based":[74],"approach":[75],"hoarseness":[77,119,131,213,231,291],"severity":[78,132,292],"using":[80],"synchronous":[81,284],"recordings,":[85,105],"alongside":[86],"conventional":[87],"examinations.":[89,173],"Methods:":[90],"Three":[91],"databases":[92],"comprising":[93],"457":[94],"the":[98,181,239,248,264,270,281,306],"sustained":[99],"vowel":[100],"/i/,":[101],"634":[102],"HSV-synchronized":[103,162],"clinical":[107,166,220],"parameters":[108,170,237],"923":[110],"visits":[111],"were":[112,115,177],"analyzed.":[113],"Subjects":[114],"classified":[116],"into":[117,238],"two":[118],"groups":[120],"auditory-perceptual":[123],"ratings,":[124,204],"with":[125,202,229],"predicted":[126,208],"scores":[127],"serving":[128],"as":[129],"continuous":[130],"ratings.":[133,232],"A":[134],"videoendoscopic":[135],"model":[136,153,159,167,221,242,259,343],"was":[137,154,190],"developed":[138],"selecting":[140],"suitable":[142],"classification":[143,199],"algorithm":[144],"minimal-optimal":[147],"subset":[148],"glottal":[150,234,338],"parameters.":[151],"compared":[155],"against":[156],"other":[172],"Two":[174],"ensemble":[175,241,258],"models":[176,183],"constructed":[178],"combining":[180],"HSV-based":[182,240],"all":[185,261],"models,":[186],"respectively.":[187],"Model":[188],"performance":[189],"evaluated":[191],"shared":[194],"test":[195],"set":[196],"accuracy,":[200],"correlation":[201,206,244,266],"between":[207],"observed":[210],"changes":[211],"in":[212,319],"severity.":[214],"Results:":[215],"The":[216,257],"videoendoscopic,":[217],"acoustic,":[218],"achieved":[222,263],"correlations":[223],"0.464,":[225],"0.512,":[226],"0.638":[228],"improved":[243],"to":[245,312,330,341],"0.603,":[246],"confirming":[247],"complementary":[249,317],"nature":[250],"recordings.":[256],"incorporating":[260],"modalities":[262,310],"highest":[265],"0.752,":[268],"underscoring":[269],"value":[272,318],"multimodal":[274],"assessments.":[276],"Discussion:":[277],"highlights":[280],"potential":[282],"assessment,":[293],"offering":[294],"more":[296,332],"comprehensive":[297],"evaluation":[298],"function.":[301],"While":[302],"practical":[303],"remain,":[305],"integration":[307],"these":[309],"led":[311],"notable":[313],"improvements,":[314],"supporting":[315],"their":[316],"enhancing":[320],"accuracy.":[322],"Future":[323],"advancements":[324],"include":[326],"flexible":[327],"nasal":[328],"endoscopy":[329],"enable":[331],"natural":[333],"phonation":[334],"refinement":[336],"parameter":[339],"extraction":[340],"improve":[342],"robustness":[344],"under":[345],"variable":[346],"recording":[347],"conditions.":[348]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
