{"id":"https://openalex.org/W7161026535","doi":"https://doi.org/10.1080/21681163.2026.2664023","title":"Voice-based Parkinson's disease detection: a clinically validated lightweight framework via multi-task knowledge distillation","display_name":"Voice-based Parkinson's disease detection: a clinically validated lightweight framework via multi-task knowledge distillation","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7161026535","doi":"https://doi.org/10.1080/21681163.2026.2664023"},"language":"en","primary_location":{"id":"doi:10.1080/21681163.2026.2664023","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21681163.2026.2664023","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1080/21681163.2026.2664023","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100930399","display_name":"Leiyong Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I190242452","display_name":"Guangdong Pharmaceutical University","ror":"https://ror.org/02vg7mz57","country_code":"CN","type":"education","lineage":["https://openalex.org/I190242452"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leiyong Guo","raw_affiliation_strings":["Guangdong Pharmaceutical University, School of Medical Information Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Pharmaceutical University, School of Medical Information Engineering","institution_ids":["https://openalex.org/I190242452"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039831657","display_name":"Weiye Tao","orcid":null},"institutions":[{"id":"https://openalex.org/I190242452","display_name":"Guangdong Pharmaceutical University","ror":"https://ror.org/02vg7mz57","country_code":"CN","type":"education","lineage":["https://openalex.org/I190242452"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weiye Tao","raw_affiliation_strings":["Guangdong Pharmaceutical University, School of Medical Information Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Pharmaceutical University, School of Medical Information Engineering","institution_ids":["https://openalex.org/I190242452"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5039831657"],"corresponding_institution_ids":["https://openalex.org/I190242452"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47172996,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9207000136375427,"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":0.9207000136375427,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.012900000438094139,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.01119999960064888,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.2888000011444092},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.27469998598098755},{"id":"https://openalex.org/keywords/knowledge-based-systems","display_name":"Knowledge-based systems","score":0.26899999380111694},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.2563000023365021},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.25600001215934753}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6574000120162964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4489000141620636},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28949999809265137},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26269999146461487},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25760000944137573},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.25600001215934753},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.2547000050544739},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.25189998745918274},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/21681163.2026.2664023","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21681163.2026.2664023","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c88719f99fc424198d8f85434b5957f","is_oa":true,"landing_page_url":"https://doaj.org/article/9c88719f99fc424198d8f85434b5957f","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":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol 14, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/21681163.2026.2664023","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21681163.2026.2664023","pdf_url":null,"source":{"id":"https://openalex.org/S2764763012","display_name":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","issn_l":"2168-1163","issn":["2168-1163","2168-1171"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2143891888","https://openalex.org/W2163922914","https://openalex.org/W2762852562","https://openalex.org/W2889908612","https://openalex.org/W2904404980","https://openalex.org/W2945976633","https://openalex.org/W3097777922","https://openalex.org/W6977276980"],"related_works":[],"abstract_inverted_index":{"Dysarthria":[0],"in":[1],"Parkinson\u2019s":[2],"disease":[3],"(PD)":[4],"is":[5],"a":[6,34,49,66,80,123,194],"crucial":[7],"early":[8,206],"biomarker.":[9],"While":[10],"advanced":[11],"deep":[12,55,103,128],"learning":[13],"models":[14,64,95,100],"achieve":[15],"high":[16,50],"diagnostic":[17],"accuracy,":[18,113],"their":[19],"large":[20],"size":[21],"and":[22,57,76,101,122,201],"\u2018black-box\u2019":[23],"nature":[24],"hinder":[25],"clinical":[26,188],"adoption":[27],"on":[28,79],"portable":[29],"devices.":[30],"This":[31,191],"study":[32],"proposes":[33],"novel":[35],"interpretable":[36],"lightweight":[37],"framework":[38,196],"for":[39,159,197,205],"PD":[40,207],"diagnosis":[41],"via":[42],"multi-task":[43],"knowledge":[44,60],"distillation.":[45],"We":[46],"first":[47],"train":[48],"capacity":[51],"\u2018teacher\u2019":[52],"model":[53,110,129,136],"(a":[54],"FCNN)":[56],"transfer":[58],"its":[59],"to":[61],"compact":[62],"\u2018student\u2019":[63],"using":[65],"composite":[67],"loss":[68],"function":[69],"that":[70],"distills":[71],"output":[72],"logits,":[73],"feature":[74,180],"representations,":[75],"attention.":[77],"Experiments":[78],"public":[81],"dataset":[82],"of":[83,125,144],"674":[84],"voice":[85],"samples":[86],"with":[87,115],"41":[88],"acoustic":[89],"features":[90],"rigorously":[91],"compare":[92],"our":[93],"distilled":[94],"against":[96],"nine":[97],"traditional":[98,117],"ML":[99],"modern":[102],"architectures.":[104],"Results":[105],"show:":[106],"1)":[107],"The":[108,132,151],"teacher":[109,145],"attains":[111],"90.6%":[112],"competitive":[114],"top":[116],"classifiers":[118],"(e.g.":[119],"KNN:":[120],"91.8%)":[121],"state":[124],"the":[126,175,178],"art":[127],"(93.0%).":[130],"2)":[131],"3":[133],"layer":[134,153],"student":[135,154,176],"achieves":[137],"13.2x":[138],"parameter":[139],"compression":[140],"while":[141],"preserving":[142],"97%":[143],"accuracy":[146],"(88.7%":[147],"vs.":[148],"90.6%).":[149],"3)":[150],"2":[152],"reaches":[155],"70x":[156],"compression,":[157],"ideal":[158],"edge":[160],"deployment.":[161],"4)":[162],"Noise":[163],"robustness":[164],"tests":[165],"confirm":[166],"graceful":[167],"performance":[168],"degradation.":[169],"5)":[170],"SHAP":[171],"interpretability":[172],"analysis":[173],"shows":[174],"retains":[177],"teacher\u2019s":[179],"importance":[181],"ranking":[182],"(Kendall\u2019s":[183],"\u03c4":[184],"=":[185],"0.82),":[186],"validating":[187],"reasoning":[189],"transfer.":[190],"work":[192],"provides":[193],"practical":[195],"building":[198],"efficient,":[199],"accurate,":[200],"trustworthy":[202],"AI":[203],"tools":[204],"screening.":[208]},"counts_by_year":[],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2026-05-14T00:00:00"}