{"id":"https://openalex.org/W2895500144","doi":"https://doi.org/10.1609/aaai.v33i01.33011118","title":"PhoneMD: Learning to Diagnose Parkinson\u2019s Disease from Smartphone Data","display_name":"PhoneMD: Learning to Diagnose Parkinson\u2019s Disease from Smartphone Data","publication_year":2019,"publication_date":"2019-07-17","ids":{"openalex":"https://openalex.org/W2895500144","doi":"https://doi.org/10.1609/aaai.v33i01.33011118","mag":"2895500144"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v33i01.33011118","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33011118","pdf_url":"https://aaai.org/ojs/index.php/AAAI/article/download/3904/3782","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://aaai.org/ojs/index.php/AAAI/article/download/3904/3782","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033154792","display_name":"Patrick Schwab","orcid":"https://orcid.org/0000-0002-2868-7794"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Patrick Schwab","raw_affiliation_strings":["ETH Zurich","ETH Z\u00fcrich"],"affiliations":[{"raw_affiliation_string":"ETH Zurich","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"ETH Z\u00fcrich","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054554254","display_name":"Walter Karlen","orcid":"https://orcid.org/0000-0001-8643-3074"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Walter Karlen","raw_affiliation_strings":["ETH Zurich","ETH Z\u00fcrich"],"affiliations":[{"raw_affiliation_string":"ETH Zurich","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"ETH Z\u00fcrich","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033154792"],"corresponding_institution_ids":["https://openalex.org/I35440088"],"apc_list":null,"apc_paid":null,"fwci":6.9756,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.95774648,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"33","issue":"01","first_page":"1118","last_page":"1125"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9998000264167786,"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":0.9998000264167786,"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/T11309","display_name":"Music and Audio Processing","score":0.9678000211715698,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9666000008583069,"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/parkinsons-disease","display_name":"Parkinson's disease","score":0.8254852294921875},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.6952147483825684},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.47562745213508606},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.44567960500717163},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.42829668521881104},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4055880904197693},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.40115755796432495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39938607811927795},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3935497999191284},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.34986478090286255},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.11012527346611023},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.0873032808303833}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.8254852294921875},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6952147483825684},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.47562745213508606},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.44567960500717163},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.42829668521881104},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4055880904197693},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40115755796432495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39938607811927795},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3935497999191284},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.34986478090286255},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11012527346611023},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0873032808303833}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1609/aaai.v33i01.33011118","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33011118","pdf_url":"https://aaai.org/ojs/index.php/AAAI/article/download/3904/3782","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1810.01485","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1810.01485","pdf_url":"https://arxiv.org/pdf/1810.01485","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},{"id":"doi:10.48550/arxiv.1810.01485","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1810.01485","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"mag:2895500144","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.1609/aaai.v33i01.33011118","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33011118","pdf_url":"https://aaai.org/ojs/index.php/AAAI/article/download/3904/3782","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4300000071525574}],"awards":[{"id":"https://openalex.org/G1302440514","display_name":"Die r\u00f6mischen Lampen der Schweiz. Eine kultur- und handelsge- schichtliche Studie.","funder_award_id":"15064","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G3433434365","display_name":null,"funder_award_id":"150640","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G3965838798","display_name":"Molecular mechanisms of insulin exocytosis: role of Ras-like GTPases and of cytoskeletal elements","funder_award_id":"50640","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G5450936070","display_name":"Der soziale Charakter sprachlicher Bedeutung und propositionaler Einstellungen. Eine Untersuchung zu Donald Davidsons Theorie der radikalen Interpretation","funder_award_id":"49932","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G5973244733","display_name":"Soll das Sch\u00f6pferprinzip des schweizerischen Urheberrechts zugunsten eines Produzenten-Urheberrechts im Sinne des US-amerikanischen Copyrights aufgegeben werden?","funder_award_id":"67302","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G6435059995","display_name":null,"funder_award_id":"167302","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2895500144.pdf","grobid_xml":"https://content.openalex.org/works/W2895500144.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W115710901","https://openalex.org/W1498180239","https://openalex.org/W1505191356","https://openalex.org/W1514535095","https://openalex.org/W1973825638","https://openalex.org/W1976628879","https://openalex.org/W2000164170","https://openalex.org/W2059312807","https://openalex.org/W2069914810","https://openalex.org/W2084627109","https://openalex.org/W2089797759","https://openalex.org/W2095134828","https://openalex.org/W2100534701","https://openalex.org/W2103079479","https://openalex.org/W2106350754","https://openalex.org/W2132927459","https://openalex.org/W2134886133","https://openalex.org/W2141173017","https://openalex.org/W2142817672","https://openalex.org/W2154029067","https://openalex.org/W2162592883","https://openalex.org/W2167865572","https://openalex.org/W2170517798","https://openalex.org/W2177350256","https://openalex.org/W2186798581","https://openalex.org/W2229990841","https://openalex.org/W2281923782","https://openalex.org/W2411563882","https://openalex.org/W2442089939","https://openalex.org/W2461719625","https://openalex.org/W2527824850","https://openalex.org/W2581082771","https://openalex.org/W2605108175","https://openalex.org/W2732150368","https://openalex.org/W2743780043","https://openalex.org/W2744620719","https://openalex.org/W2785925437","https://openalex.org/W2787402211","https://openalex.org/W2787659374","https://openalex.org/W2791600159","https://openalex.org/W2900011649","https://openalex.org/W2950178297","https://openalex.org/W2951510753","https://openalex.org/W2964036440","https://openalex.org/W2964312993","https://openalex.org/W2985962305","https://openalex.org/W2992144222","https://openalex.org/W3105728206"],"related_works":["https://openalex.org/W2963055278","https://openalex.org/W3090014830","https://openalex.org/W2805394410","https://openalex.org/W271053240","https://openalex.org/W3161696847","https://openalex.org/W2798540567","https://openalex.org/W2519933759","https://openalex.org/W1990174748","https://openalex.org/W2887053172","https://openalex.org/W2773982115","https://openalex.org/W3010038514","https://openalex.org/W2932729284","https://openalex.org/W3136326363","https://openalex.org/W3103552852","https://openalex.org/W3096966623","https://openalex.org/W3111834362","https://openalex.org/W2404542718","https://openalex.org/W3093584208","https://openalex.org/W2941289587","https://openalex.org/W3034742352"],"abstract_inverted_index":{"Parkinson\u2019s":[0,19,43,70,156],"disease":[1,5,20,44,71],"is":[2,38,55],"a":[3,9,23,60,111,149],"neurodegenerative":[4],"that":[6,34,39,85,119,132],"can":[7],"affect":[8],"person\u2019s":[10],"movement,":[11],"speech,":[12],"dexterity,":[13],"and":[14,68,80],"cognition.":[15],"Clinicians":[16],"primarily":[17],"diagnose":[18],"by":[21],"performing":[22],"clinical":[24,53],"assessment":[25,54],"of":[26,42,113,139,155],"symptoms.":[27],"However,":[28],"misdiagnoses":[29,37],"are":[30],"common.":[31],"One":[32],"factor":[33],"contributes":[35],"to":[36],"the":[40,50,52,101,126,143,153],"symptoms":[41],"may":[45],"not":[46],"be":[47,146],"prominent":[48],"at":[49],"time":[51,140],"performed.":[56],"Here,":[57],"we":[58],"present":[59],"machine-learning":[61],"approach":[62],"towards":[63],"distinguishing":[64],"between":[65],"people":[66],"with":[67],"without":[69],"using":[72],"long-term":[73],"data":[74,109,134],"from":[75,110],"smartphone-based":[76],"walking,":[77],"voice,":[78],"tapping":[79],"memory":[81],"tests.":[82],"We":[83,116],"demonstrate":[84],"our":[86,120],"attentive":[87],"deep-learning":[88],"models":[89,121],"achieve":[90],"significant":[91],"improvements":[92],"in":[93,108,125,142],"predictive":[94],"performance":[95],"over":[96,136],"strong":[97],"baselines":[98],"(area":[99],"under":[100],"receiver":[102],"operating":[103],"characteristic":[104],"curve":[105],"=":[106],"0.85)":[107],"cohort":[112],"1853":[114],"participants.":[115],"also":[117],"show":[118],"identify":[122],"meaningful":[123],"features":[124],"input":[127],"data.":[128],"Our":[129],"results":[130],"confirm":[131],"smartphone":[133],"collected":[135],"extended":[137],"periods":[138],"could":[141],"future":[144],"potentially":[145],"used":[147],"as":[148],"digital":[150],"biomarker":[151],"for":[152],"diagnosis":[154],"disease.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
