{"id":"https://openalex.org/W4362650919","doi":"https://doi.org/10.1109/aciiw57231.2022.10086034","title":"When Traditional Chinese Medicine Meets AI: A Novel Depression Treatment Paradigm based on Transcutaneous Vagus Nerve Stimulation","display_name":"When Traditional Chinese Medicine Meets AI: A Novel Depression Treatment Paradigm based on Transcutaneous Vagus Nerve Stimulation","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4362650919","doi":"https://doi.org/10.1109/aciiw57231.2022.10086034"},"language":"en","primary_location":{"id":"doi:10.1109/aciiw57231.2022.10086034","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aciiw57231.2022.10086034","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009520634","display_name":"Lixian Zhu","orcid":"https://orcid.org/0000-0002-9842-9993"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixian Zhu","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014080436","display_name":"Chang Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Yan","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089382457","display_name":"Xiaokun Jin","orcid":"https://orcid.org/0009-0007-0399-4329"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaokun Jin","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037994828","display_name":"Fuze Tian","orcid":"https://orcid.org/0000-0001-6734-0585"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuze Tian","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University,China","School of Information Science and Engineering, Lanzhou University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University,China","institution_ids":["https://openalex.org/I76214153"]},{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069620208","display_name":"Ya-Nan Zhao","orcid":"https://orcid.org/0000-0002-5702-368X"},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Zhao","raw_affiliation_strings":["Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences,China","Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences,China","institution_ids":["https://openalex.org/I4210141683"]},{"raw_affiliation_string":"Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences, China","institution_ids":["https://openalex.org/I4210141683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013229709","display_name":"Yue Ma","orcid":"https://orcid.org/0000-0002-6107-4455"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Ma","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China","School of Information Science and Engineering, Lanzhou University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037300649","display_name":"Yeqi Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127576","display_name":"University of Art and Design Offenbach","ror":"https://ror.org/030sdwr92","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210127576"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yeqi Jia","raw_affiliation_strings":["Offenbach am Main College of Design,Germany","Offenbach am Main College of Design, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Offenbach am Main College of Design,Germany","institution_ids":["https://openalex.org/I4210127576"]},{"raw_affiliation_string":"Offenbach am Main College of Design, Germany","institution_ids":["https://openalex.org/I4210127576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057680942","display_name":"Qunxi Dong","orcid":"https://orcid.org/0000-0002-0484-3019"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qunxi Dong","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055848400","display_name":"Peijing Rong","orcid":"https://orcid.org/0000-0002-7288-2319"},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peijing Rong","raw_affiliation_strings":["Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences,China","Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences,China","institution_ids":["https://openalex.org/I4210141683"]},{"raw_affiliation_string":"Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences, China","institution_ids":["https://openalex.org/I4210141683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072365199","display_name":"Kun Qian","orcid":"https://orcid.org/0000-0001-8255-2527"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Qian","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology,China","School of Medical Technology, Beijing Institute of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology,China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"112","issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12580","display_name":"Vagus Nerve Stimulation Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T12580","display_name":"Vagus Nerve Stimulation Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9927999973297119,"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/vagus-nerve-stimulation","display_name":"Vagus nerve stimulation","score":0.9495774507522583},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.721264123916626},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6649785041809082},{"id":"https://openalex.org/keywords/vagus-nerve","display_name":"Vagus nerve","score":0.6186859607696533},{"id":"https://openalex.org/keywords/electroacupuncture","display_name":"Electroacupuncture","score":0.5632020235061646},{"id":"https://openalex.org/keywords/stimulation","display_name":"Stimulation","score":0.4879557490348816},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4618681073188782},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.4576505720615387},{"id":"https://openalex.org/keywords/brain-stimulation","display_name":"Brain stimulation","score":0.4367276132106781},{"id":"https://openalex.org/keywords/acupuncture","display_name":"Acupuncture","score":0.40932294726371765},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3936934471130371},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.38609981536865234},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.11357623338699341}],"concepts":[{"id":"https://openalex.org/C2780087125","wikidata":"https://www.wikidata.org/wiki/Q2062293","display_name":"Vagus nerve stimulation","level":4,"score":0.9495774507522583},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.721264123916626},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6649785041809082},{"id":"https://openalex.org/C2781404750","wikidata":"https://www.wikidata.org/wiki/Q190140","display_name":"Vagus nerve","level":3,"score":0.6186859607696533},{"id":"https://openalex.org/C2776202274","wikidata":"https://www.wikidata.org/wiki/Q11784952","display_name":"Electroacupuncture","level":4,"score":0.5632020235061646},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.4879557490348816},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4618681073188782},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.4576505720615387},{"id":"https://openalex.org/C2985799443","wikidata":"https://www.wikidata.org/wiki/Q4955838","display_name":"Brain stimulation","level":3,"score":0.4367276132106781},{"id":"https://openalex.org/C56837625","wikidata":"https://www.wikidata.org/wiki/Q121713","display_name":"Acupuncture","level":3,"score":0.40932294726371765},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3936934471130371},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.38609981536865234},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.11357623338699341},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aciiw57231.2022.10086034","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aciiw57231.2022.10086034","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1970738437","https://openalex.org/W1984216941","https://openalex.org/W2005405662","https://openalex.org/W2014704049","https://openalex.org/W2040232951","https://openalex.org/W2092685533","https://openalex.org/W2103596313","https://openalex.org/W2126719297","https://openalex.org/W2171234298","https://openalex.org/W2391126016","https://openalex.org/W2418225495","https://openalex.org/W2545231353","https://openalex.org/W2738858858","https://openalex.org/W2790644103","https://openalex.org/W2806805537","https://openalex.org/W2947697637","https://openalex.org/W3007694136","https://openalex.org/W4245027381","https://openalex.org/W6717092166"],"related_works":["https://openalex.org/W4301396970","https://openalex.org/W2006689666","https://openalex.org/W2550683708","https://openalex.org/W3146991102","https://openalex.org/W3010486731","https://openalex.org/W2899224757","https://openalex.org/W2015202629","https://openalex.org/W2094219890","https://openalex.org/W2013954586","https://openalex.org/W4280569028"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,39,56,112],"the":[3,25,36,90,101],"non-pharmacological":[4],"methods":[5,58],"for":[6,70,85],"treating":[7],"major":[8],"depressive":[9],"disorder":[10],"(MDD),":[11],"transcutaneous":[12],"vagus":[13,102],"nerve":[14,103],"stimulation":[15],"(tVNS)":[16],"has":[17],"been":[18],"demonstrated":[19],"to":[20,23,34,50,88],"be":[21],"utilized":[22],"relieve":[24],"depression":[26,52,86,113],"symptoms.":[27],"However,":[28],"it":[29],"is":[30,59],"still":[31],"a":[32,65,109],"challenge":[33],"evaluate":[35],"therapeutic":[37,71],"effect":[38],"tVNS.":[40],"The":[41,54],"existing":[42],"studies":[43],"mainly":[44],"use":[45],"scales":[46],"and":[47,67,81],"subjective":[48],"interviews":[49],"assess":[51],"treatment.":[53],"limitation":[55],"these":[57],"that":[60],"they":[61],"do":[62],"not":[63,98],"provide":[64],"precise":[66],"real-time":[68,110],"assessment":[69],"efforts.":[72],"To":[73],"this":[74],"end,":[75],"we":[76],"have":[77],"integrated":[78],"embedded":[79],"systems":[80],"machine":[82],"learning":[83],"models":[84],"classification":[87],"implement":[89],"tVNS":[91],"system":[92],"based":[93],"on":[94],"bioinformatic":[95],"feedback.":[96],"It":[97],"only":[99],"stimulates":[100],"through":[104],"electroacupuncture,":[105],"but":[106],"also":[107],"offers":[108],"evaluation":[111],"symptoms":[114],"by":[115],"prefrontal":[116],"electroencephalography":[117],"(EEG).":[118]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
