{"id":"https://openalex.org/W4390618032","doi":"https://doi.org/10.1038/s41746-023-00983-9","title":"An interpretable model based on graph learning for diagnosis of Parkinson\u2019s disease with voice-related EEG","display_name":"An interpretable model based on graph learning for diagnosis of Parkinson\u2019s disease with voice-related EEG","publication_year":2024,"publication_date":"2024-01-05","ids":{"openalex":"https://openalex.org/W4390618032","doi":"https://doi.org/10.1038/s41746-023-00983-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/38182737"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-023-00983-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00983-9","pdf_url":"https://www.nature.com/articles/s41746-023-00983-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-023-00983-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100304312","display_name":"Shuzhi Zhao","orcid":"https://orcid.org/0009-0000-1880-4208"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuzhi Zhao","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","School of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072824424","display_name":"Guangyan Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyan Dai","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018680724","display_name":"Jingting Li","orcid":"https://orcid.org/0000-0002-3576-0320"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingting Li","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107888648","display_name":"Xiaoxia Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxia Zhu","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112905583","display_name":"Xiyan Huang","orcid":"https://orcid.org/0000-0002-8091-2012"},"institutions":[{"id":"https://openalex.org/I4210120929","display_name":"Zhujiang Hospital","ror":"https://ror.org/02mhxa927","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210120929"]},{"id":"https://openalex.org/I58200834","display_name":"Southern Medical University","ror":"https://ror.org/01vjw4z39","country_code":"CN","type":"education","lineage":["https://openalex.org/I58200834"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiyan Huang","raw_affiliation_strings":["Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China","institution_ids":["https://openalex.org/I4210120929","https://openalex.org/I58200834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033052455","display_name":"Yongxue Li","orcid":"https://orcid.org/0000-0001-8224-3126"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxue Li","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029568669","display_name":"Mingdan Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingdan Tan","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363630","display_name":"Lan Wang","orcid":"https://orcid.org/0000-0001-6843-3003"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lan Wang","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100601527","display_name":"Peng Fang","orcid":"https://orcid.org/0000-0002-9070-9069"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Fang","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101481633","display_name":"Xi Chen","orcid":"https://orcid.org/0000-0002-0544-8723"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Chen","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China. chenxi8@mail.sysu.edu.cn","Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0544-8723","affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China. chenxi8@mail.sysu.edu.cn","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]},{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062053942","display_name":"Nan Yan","orcid":"https://orcid.org/0000-0002-1613-9301"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Yan","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. nan.yan@siat.ac.cn","Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. nan.yan@siat.ac.cn","CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. nan.yan@siat.ac.cn","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Guangdong-Hong Kong-Macao Joint Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. nan.yan@siat.ac.cn","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005688719","display_name":"Hanjun Liu","orcid":"https://orcid.org/0000-0003-1466-4193"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210128921","display_name":"The First Affiliated Hospital, Sun Yat-sen University","ror":"https://ror.org/037p24858","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128921"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hanjun Liu","raw_affiliation_strings":["Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China. lhanjun@mail.sysu.edu.cn","Guangdong Provincial Key Laboratory of Brain Function and Disease, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China. lhanjun@mail.sysu.edu.cn","Guangdong Provincial Key Laboratory of Brain Function and Disease, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1466-4193","affiliations":[{"raw_affiliation_string":"Department of Rehabilitation Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China. lhanjun@mail.sysu.edu.cn","institution_ids":["https://openalex.org/I4210128921","https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain Function and Disease, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China. lhanjun@mail.sysu.edu.cn","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain Function and Disease, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5005688719"],"corresponding_institution_ids":["https://openalex.org/I157773358","https://openalex.org/I4210128921"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":14.213,"has_fulltext":true,"cited_by_count":44,"citation_normalized_percentile":{"value":0.99402116,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"1","first_page":"3","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9988999962806702,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9988999962806702,"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9855999946594238,"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"}},{"id":"https://openalex.org/T10788","display_name":"Neuroscience and Music Perception","score":0.9851999878883362,"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":0.7856693267822266},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7739431858062744},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7065725922584534},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5967790484428406},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5639092326164246},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46541571617126465},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.45478782057762146},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4244891107082367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.414446085691452},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4023487865924835},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3587425947189331},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30517295002937317}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7856693267822266},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7739431858062744},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7065725922584534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5967790484428406},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5639092326164246},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46541571617126465},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.45478782057762146},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4244891107082367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.414446085691452},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4023487865924835},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3587425947189331},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30517295002937317},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-023-00983-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00983-9","pdf_url":"https://www.nature.com/articles/s41746-023-00983-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:38182737","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38182737","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10770376","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10770376","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10770376/pdf/41746_2023_Article_983.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":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:563b53a02fe4443182c599a3a1e40667","is_oa":true,"landing_page_url":"https://doaj.org/article/563b53a02fe4443182c599a3a1e40667","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":"npj Digital Medicine, Vol 7, Iss 1, Pp 1-12 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-023-00983-9","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00983-9","pdf_url":"https://www.nature.com/articles/s41746-023-00983-9.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2513963731","display_name":null,"funder_award_id":"2022A1515011203","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G4539972895","display_name":null,"funder_award_id":"2023B1212060018","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G460730813","display_name":null,"funder_award_id":"82172528","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4766593243","display_name":null,"funder_award_id":"62271477","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5397245507","display_name":null,"funder_award_id":"82102648","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6642171067","display_name":null,"funder_award_id":"82302859","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6772316075","display_name":null,"funder_award_id":"81972147","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7332198119","display_name":null,"funder_award_id":"82372556","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390618032.pdf"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W1841373314","https://openalex.org/W1957910643","https://openalex.org/W1966243378","https://openalex.org/W1971909910","https://openalex.org/W1974682889","https://openalex.org/W2008560062","https://openalex.org/W2019827052","https://openalex.org/W2028498644","https://openalex.org/W2029206082","https://openalex.org/W2046369628","https://openalex.org/W2061477804","https://openalex.org/W2077529299","https://openalex.org/W2078533008","https://openalex.org/W2089046703","https://openalex.org/W2091954768","https://openalex.org/W2098204469","https://openalex.org/W2111406541","https://openalex.org/W2114774561","https://openalex.org/W2130031954","https://openalex.org/W2144923212","https://openalex.org/W2153929049","https://openalex.org/W2154350485","https://openalex.org/W2247394048","https://openalex.org/W2265145536","https://openalex.org/W2275650240","https://openalex.org/W2415400111","https://openalex.org/W2509891378","https://openalex.org/W2534257009","https://openalex.org/W2559463885","https://openalex.org/W2559749850","https://openalex.org/W2581439063","https://openalex.org/W2756880061","https://openalex.org/W2772704314","https://openalex.org/W2889245000","https://openalex.org/W2895929527","https://openalex.org/W2909205746","https://openalex.org/W2916816473","https://openalex.org/W2952105217","https://openalex.org/W2958453015","https://openalex.org/W2962858109","https://openalex.org/W2972937106","https://openalex.org/W2990525852","https://openalex.org/W2995523160","https://openalex.org/W2995626050","https://openalex.org/W3006012411","https://openalex.org/W3011221250","https://openalex.org/W3012410088","https://openalex.org/W3012562343","https://openalex.org/W3037476094","https://openalex.org/W3091418863","https://openalex.org/W3092100795","https://openalex.org/W3093180009","https://openalex.org/W3102003537","https://openalex.org/W3102455230","https://openalex.org/W3102721400","https://openalex.org/W3127413306","https://openalex.org/W3135663129","https://openalex.org/W3141673146","https://openalex.org/W3157999218","https://openalex.org/W3177910916","https://openalex.org/W3183198896","https://openalex.org/W4206481149","https://openalex.org/W4206497368","https://openalex.org/W4286639922","https://openalex.org/W4289516185","https://openalex.org/W4292184278","https://openalex.org/W4293879989","https://openalex.org/W4309097500","https://openalex.org/W4312597583","https://openalex.org/W4318382224","https://openalex.org/W4385011829","https://openalex.org/W6739901393","https://openalex.org/W6792108999"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W4312407344"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1],"(PD)":[2],"exhibits":[3],"significant":[4,103],"clinical":[5],"heterogeneity,":[6],"presenting":[7],"challenges":[8],"in":[9,135,150],"the":[10,35,39,113,136,173,196],"identification":[11],"of":[12,42,99,105,119,126,175],"reliable":[13],"electroencephalogram":[14],"(EEG)":[15],"biomarkers.":[16],"Machine":[17],"learning":[18,54,110,178],"techniques":[19],"have":[20],"been":[21],"integrated":[22],"with":[23,181,192],"resting-state":[24,43],"EEG":[25,64,121,165,183],"for":[26,75,185],"PD":[27,76,187],"diagnosis,":[28],"but":[29],"their":[30],"practicality":[31],"is":[32],"constrained":[33],"by":[34,130],"interpretable":[36,52,161,176],"features":[37],"and":[38,51,82,87,123,144,194],"stochastic":[40],"nature":[41],"EEG.":[44],"The":[45],"present":[46],"study":[47],"proposes":[48],"a":[49,68,102],"novel":[50],"deep":[53,109,177],"model,":[55],"graph":[56],"signal":[57],"processing-graph":[58],"convolutional":[59],"networks":[60,122],"(GSP-GCNs),":[61],"using":[62],"event-related":[63],"data":[65],"obtained":[66],"from":[67,85,167,189],"specific":[69],"task":[70],"involving":[71],"vocal":[72],"pitch":[73],"regulation":[74],"diagnosis.":[77],"By":[78],"incorporating":[79],"both":[80],"local":[81],"global":[83],"information":[84],"single-hop":[86],"multi-hop":[88],"networks,":[89],"our":[90,131,155],"proposed":[91],"GSP-GCNs":[92],"models":[93,179],"achieved":[94],"an":[95],"averaged":[96],"classification":[97],"accuracy":[98,193],"90.2%,":[100],"exhibiting":[101],"improvement":[104],"9.5%":[106],"over":[107],"other":[108],"models.":[111],"Moreover,":[112],"interpretability":[114],"analysis":[115],"revealed":[116],"discriminative":[117],"distributions":[118],"large-scale":[120,168],"topographic":[124],"map":[125],"microstate":[127],"MS5":[128],"learned":[129],"models,":[132],"primarily":[133],"located":[134],"left":[137],"ventral":[138],"premotor":[139],"cortex,":[140],"superior":[141],"temporal":[142],"gyrus,":[143],"Broca's":[145],"area":[146],"that":[147],"are":[148],"implicated":[149],"PD-related":[151],"speech":[152],"disorders,":[153],"reflecting":[154],"GSP-GCN":[156],"models'":[157],"ability":[158],"to":[159],"provide":[160],"insights":[162],"identifying":[163],"distinctive":[164],"biomarkers":[166],"networks.":[169],"These":[170],"findings":[171],"demonstrate":[172],"potential":[174],"coupled":[180],"voice-related":[182],"signals":[184],"distinguishing":[186],"patients":[188],"healthy":[190],"controls":[191],"elucidating":[195],"underlying":[197],"neurobiological":[198],"mechanisms.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":14}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}