{"id":"https://openalex.org/W2952320437","doi":"https://doi.org/10.1159/000500354","title":"Depression Screening from Voice Samples of Patients Affected by Parkinson\u2019s Disease","display_name":"Depression Screening from Voice Samples of Patients Affected by Parkinson\u2019s Disease","publication_year":2019,"publication_date":"2019-06-12","ids":{"openalex":"https://openalex.org/W2952320437","doi":"https://doi.org/10.1159/000500354","mag":"2952320437","pmid":"https://pubmed.ncbi.nlm.nih.gov/31872172","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6927667"},"language":"en","primary_location":{"id":"doi:10.1159/000500354","doi":"https://doi.org/10.1159/000500354","is_oa":true,"landing_page_url":"https://doi.org/10.1159/000500354","pdf_url":null,"source":{"id":"https://openalex.org/S4210219431","display_name":"Digital Biomarkers","issn_l":"2504-110X","issn":["2504-110X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310317820","host_organization_name":"Karger Publishers","host_organization_lineage":["https://openalex.org/P4310317820"],"host_organization_lineage_names":["Karger Publishers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Biomarkers","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1159/000500354","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003465261","display_name":"Yasin \u00d6zkanca","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Yasin Ozkanca","raw_affiliation_strings":["Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]},{"raw_affiliation_string":"Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009478177","display_name":"Mira\u00e7 G\u00f6ksu \u00d6zt\u00fcrk","orcid":"https://orcid.org/0009-0007-6972-812X","observed_orcids":["https://orcid.org/0009-0007-6972-812X"]},"institutions":[{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mira\u00e7 G\u00f6ksu\u00a0\u00d6zt\u00fcrk","raw_affiliation_strings":["Computer Engineering, Bogazici University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering, Bogazici University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4405392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096822414","display_name":"Merve Nur Ekmekci","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Merve\u00a0Nur Ekmekci","raw_affiliation_strings":["Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]},{"raw_affiliation_string":"Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021605006","display_name":"David C. Atkins","orcid":"https://orcid.org/0000-0002-5781-9880","observed_orcids":["https://orcid.org/0000-0002-5781-9880"]},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David\u00a0C. Atkins","raw_affiliation_strings":["Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016845689","display_name":"Cenk Demiro\u011flu","orcid":"https://orcid.org/0000-0002-6160-3169","observed_orcids":["https://orcid.org/0000-0002-6160-3169"]},"institutions":[{"id":"https://openalex.org/I44925452","display_name":"\u00d6zye\u011fin University","ror":"https://ror.org/01jjhfr75","country_code":"TR","type":"education","lineage":["https://openalex.org/I44925452"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Cenk Demiroglu","raw_affiliation_strings":["Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical & Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]},{"raw_affiliation_string":"Electrical and Electronics Engineering, Ozyegin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I44925452"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089536326","display_name":"Reza Hosseini Ghomi","orcid":"https://orcid.org/0000-0003-4369-8237","observed_orcids":["https://orcid.org/0000-0003-4369-8237"]},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Reza Hosseini\u00a0Ghomi","raw_affiliation_strings":["Department of Neurology, University of Washington, Seattle, WA, USA Short Title: Depression Screening using Voice in Parkinson's Disease","Department of Neurology, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University of Washington, Seattle, WA, USA Short Title: Depression Screening using Voice in Parkinson's Disease","institution_ids":["https://openalex.org/I201448701"]},{"raw_affiliation_string":"Department of Neurology, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089536326"],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":{"value":990,"currency":"USD","value_usd":990},"apc_paid":{"value":990,"currency":"USD","value_usd":990},"fwci":7.37,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.96992591,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"3","issue":"2","first_page":"72","last_page":"82"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.98580002784729,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.98580002784729,"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/T10863","display_name":"Voice and Speech Disorders","score":0.00800000037997961,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/depression-screening","display_name":"depression screening","score":0.9869999885559082},{"id":"https://openalex.org/keywords/parkinson-s-disease","display_name":"Parkinson's disease","score":0.9980000257492065},{"id":"https://openalex.org/keywords/voice-analysis","display_name":"voice analysis","score":0.8389999866485596},{"id":"https://openalex.org/keywords/voice-biomarkers","display_name":"vocal biomarkers","score":0.8740000128746033},{"id":"https://openalex.org/keywords/paralanguage","display_name":"paralinguistic features","score":0.9620000123977661},{"id":"https://openalex.org/keywords/depression-severity","display_name":"depression severity","score":0.6370000243186951},{"id":"https://openalex.org/keywords/machine-learning-classification","display_name":"machine learning classification","score":0.5170000195503235},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.7559999823570251},{"id":"https://openalex.org/keywords/non-intrusive-monitoring","display_name":"non-intrusive monitoring","score":0.7160000205039978}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.8139283061027527},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.5162265300750732},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4987776279449463},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.4630821645259857},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4525713622570038},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.4375765919685364},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40261390805244446},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3528585433959961},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3464249074459076},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.3259323537349701},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2419610321521759},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1159/000500354","doi":"https://doi.org/10.1159/000500354","is_oa":true,"landing_page_url":"https://doi.org/10.1159/000500354","pdf_url":null,"source":{"id":"https://openalex.org/S4210219431","display_name":"Digital Biomarkers","issn_l":"2504-110X","issn":["2504-110X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310317820","host_organization_name":"Karger Publishers","host_organization_lineage":["https://openalex.org/P4310317820"],"host_organization_lineage_names":["Karger Publishers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Biomarkers","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6927667","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6927667","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,"listed_in":[],"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":"Digit Biomark","raw_type":"Text"},{"id":"pmid:31872172","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31872172","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,"listed_in":[],"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":"Digital biomarkers","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1159/000500354","doi":"https://doi.org/10.1159/000500354","is_oa":true,"landing_page_url":"https://doi.org/10.1159/000500354","pdf_url":null,"source":{"id":"https://openalex.org/S4210219431","display_name":"Digital Biomarkers","issn_l":"2504-110X","issn":["2504-110X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310317820","host_organization_name":"Karger Publishers","host_organization_lineage":["https://openalex.org/P4310317820"],"host_organization_lineage_names":["Karger Publishers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Biomarkers","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9907000064849854}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.5199999809265137}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[{"id":"https://openalex.org/G1826749258","display_name":"UW Psychiatry Resident Research Education Program","funder_award_id":"R25MH104159","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1623006543","https://openalex.org/W1975831734","https://openalex.org/W1976066595","https://openalex.org/W1990043338","https://openalex.org/W2000998802","https://openalex.org/W2001666803","https://openalex.org/W2011260714","https://openalex.org/W2033117337","https://openalex.org/W2057393928","https://openalex.org/W2073034383","https://openalex.org/W2084242110","https://openalex.org/W2085662862","https://openalex.org/W2103019815","https://openalex.org/W2118803486","https://openalex.org/W2118978333","https://openalex.org/W2131987814","https://openalex.org/W2148822124","https://openalex.org/W2153638564","https://openalex.org/W2153678774","https://openalex.org/W2239141610","https://openalex.org/W2296350496","https://openalex.org/W2326067909","https://openalex.org/W2328119063","https://openalex.org/W2394851080","https://openalex.org/W2406259052","https://openalex.org/W2465535082","https://openalex.org/W2596627175","https://openalex.org/W2748295916","https://openalex.org/W2750249781","https://openalex.org/W2766415998"],"related_works":["https://openalex.org/W6968505476","https://openalex.org/W4385465985","https://openalex.org/W2996636445","https://openalex.org/W7128390866","https://openalex.org/W4296143404","https://openalex.org/W4416593953","https://openalex.org/W7171782480","https://openalex.org/W7204822028","https://openalex.org/W4309311518","https://openalex.org/W4416340335"],"abstract_inverted_index":{"Depression":[0,13],"is":[1,14,101],"a":[2,36,57,89,110,205,211,222],"common":[3,17],"mental":[4,24],"health":[5,58],"problem":[6],"leading":[7],"to":[8,32,39,67,137,145,151,242],"significant":[9],"disability":[10],"world":[11],"wide.":[12],"not":[15],"only":[16],"but":[18,50],"also":[19],"commonly":[20],"co-occurs":[21],"with":[22,56,116],"other":[23],"and":[25,43,119,147,159,185,193,199,228],"neurological":[26],"illnesses.":[27],"Parkinson's":[28,117,202,233,250],"Disease":[29,203],"gives":[30],"rise":[31],"symptoms":[33,70,96],"directly":[34],"impairing":[35],"person's":[37],"ability":[38],"function.":[40],"Early":[41],"diagnosis":[42,51],"detection":[44],"of":[45,86,93,104,112,123,167,201,208,231],"depression":[46,69,80,87,95,198,216,245],"can":[47],"aid":[48],"treatment,":[49],"typically":[52],"requires":[53],"an":[54,238],"interview":[55],"provider":[59],"or":[60,128],"structured":[61],"diagnostic":[62],"questionnaire.":[63],"Thus,":[64],"unobtrusive":[65],"measures":[66],"monitor":[68],"in":[71,78,97,182],"daily":[72,98],"life":[73],"could":[74],"have":[75,109],"great":[76],"utility":[77],"screening":[79],"for":[81,244],"clinical":[82],"treatment.":[83],"Vocal":[84],"biomarkers":[85],"are":[88,156,162],"potentially":[90],"effective":[91,239],"method":[92],"assessing":[94],"life,":[99],"which":[100,141,170],"the":[102,105,160,165,168,229,232],"focus":[103],"current":[106],"research.":[107],"We":[108,196],"database":[111],"921":[113],"unique":[114],"patients":[115,134,247],"disease":[118],"their":[120,190],"self":[121],"assessment":[122],"whether":[124],"they":[125],"felt":[126],"depressed":[127,184,227],"not.":[129],"Voice":[130,235],"recordings":[131,169],"from":[132,217,249],"these":[133],"were":[135],"used":[136],"extract":[138],"paralinguistic":[139],"features,":[140],"served":[142],"as":[143,178,180],"inputs":[144],"machine-learning":[146],"deep":[148],"learning":[149],"techniques":[150],"predict":[152],"depression.":[153],"The":[154],"results":[155,220],"presented":[157],"here":[158],"limitations":[161],"discussed":[163],"given":[164],"nature":[166],"lack":[171],"language":[172],"content.":[173],"Our":[174,219],"models":[175],"achieved":[176],"accuracies":[177],"high":[179],"0.77":[181],"classifying":[183],"non-depressed":[186],"subjects":[187],"accurately":[188],"using":[189],"voice":[191],"features":[192],"PD":[194],"severity.":[195],"found":[197],"severity":[200,230],"had":[204],"correlation":[206,224],"coefficient":[207],"0.3936,":[209],"providing":[210],"valuable":[212],"feature":[213],"when":[214],"predicting":[215],"voice.":[218],"indicate":[221],"clear":[223],"between":[225],"feeling":[226],"disease.":[234],"may":[236],"be":[237],"digital":[240],"biomarker":[241],"screen":[243],"among":[246],"suffering":[248],"Disease.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":2}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2019-06-27T00:00:00"}
