{"id":"https://openalex.org/W7140107387","doi":"https://doi.org/10.18653/v1/2026.findings-eacl.275","title":"Diagnosis of Dysarthria Severity and Explanation Generation Using XAI-Enhanced CLINIC-GENIE on Diadochokinetic Tasks","display_name":"Diagnosis of Dysarthria Severity and Explanation Generation Using XAI-Enhanced CLINIC-GENIE on Diadochokinetic Tasks","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7140107387","doi":"https://doi.org/10.18653/v1/2026.findings-eacl.275"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.findings-eacl.275","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-eacl.275","pdf_url":"https://aclanthology.org/2026.findings-eacl.275.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EACL 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.findings-eacl.275.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130396143","display_name":"Jihyeon Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I148751991","display_name":"Sogang University","ror":"https://ror.org/056tn4839","country_code":"KR","type":"education","lineage":["https://openalex.org/I148751991"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jihyeon Kim","raw_affiliation_strings":["Department of Artificial Intelligence , Sogang University , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Sogang University , South Korea","institution_ids":["https://openalex.org/I148751991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130338431","display_name":"Insung Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I148751991","display_name":"Sogang University","ror":"https://ror.org/056tn4839","country_code":"KR","type":"education","lineage":["https://openalex.org/I148751991"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Insung Lee","raw_affiliation_strings":["Department of Artificial Intelligence , Sogang University , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Sogang University , South Korea","institution_ids":["https://openalex.org/I148751991"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130332621","display_name":"Myoung-Wan Koo","orcid":null},"institutions":[{"id":"https://openalex.org/I148751991","display_name":"Sogang University","ror":"https://ror.org/056tn4839","country_code":"KR","type":"education","lineage":["https://openalex.org/I148751991"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myoung-Wan Koo","raw_affiliation_strings":["Department of Artificial Intelligence , Sogang University , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Sogang University , South Korea","institution_ids":["https://openalex.org/I148751991"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148751991"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34565916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5202","last_page":"5222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.6801000237464905,"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":0.6801000237464905,"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":0.14970000088214874,"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":0.04190000146627426,"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/dysarthria","display_name":"Dysarthria","score":0.7034000158309937},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.24210000038146973},{"id":"https://openalex.org/keywords/quality-of-life","display_name":"Quality of life (healthcare)","score":0.23309999704360962},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.2320999950170517},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.22470000386238098}],"concepts":[{"id":"https://openalex.org/C2777639682","wikidata":"https://www.wikidata.org/wiki/Q225957","display_name":"Dysarthria","level":2,"score":0.7034000158309937},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6151999831199646},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.4449000060558319},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.36039999127388},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.24210000038146973},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24040000140666962},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.23309999704360962},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.2320999950170517},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.22470000386238098},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2199999988079071}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.findings-eacl.275","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-eacl.275","pdf_url":"https://aclanthology.org/2026.findings-eacl.275.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EACL 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.findings-eacl.275","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-eacl.275","pdf_url":"https://aclanthology.org/2026.findings-eacl.275.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EACL 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.40521010756492615}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7140107387.pdf","grobid_xml":"https://content.openalex.org/works/W7140107387.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Deep":[0],"neural":[1],"network":[2],"classifiers":[3],"for":[4],"dysarthria":[5,29],"impairment":[6],"severity":[7,30],"face":[8],"limitations":[9],"regarding":[10],"interpretability":[11],"and":[12,35,44,51,77],"treatment":[13],"guidance.To":[14],"overcome":[15],"these,":[16],"we":[17],"introduce":[18],"CLINIC-GENIE,":[19],"an":[20,86],"explainable":[21],"two-stage":[22],"framework":[23],"consisting":[24],"of:":[25],"(1)":[26],"CLINIC,":[27],"a":[28,47,61,66],"classification":[31],"model":[32],"combining":[33],"acoustic":[34],"speech":[36],"embeddings":[37],"with":[38,85],"Clinically":[39],"Explainable":[40],"Acoustic":[41],"Features":[42],"(CEAFs);":[43],"(2)":[45],"GENIE,":[46],"module":[48],"translating":[49],"CEAFs":[50,75],"their":[52],"Shapley":[53],"values":[54],"into":[55],"intuitive":[56],"natural":[57],"language":[58,63],"explanations":[59,82],"via":[60],"large":[62],"model.CLINIC":[64],"achieved":[65],"balanced":[67],"accuracy":[68],"of":[69,90],"0.952":[70],"(17.3%":[71],"improvement":[72],"over":[73],"using":[74],"alone),":[76],"certified":[78],"speech-language":[79],"pathologists":[80],"rated":[81],"from":[83],"CLINIC-GENIE":[84],"average":[87],"fidelity":[88],"score":[89],"4.94,":[91],"confirming":[92],"enhanced":[93],"clinical":[94],"utility.":[95]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-03-24T00:00:00"}
