{"id":"https://openalex.org/W2154029067","doi":"https://doi.org/10.1109/tbme.2009.2036000","title":"Accurate Telemonitoring of Parkinson's Disease Progression by Noninvasive Speech Tests","display_name":"Accurate Telemonitoring of Parkinson's Disease Progression by Noninvasive Speech Tests","publication_year":2009,"publication_date":"2009-11-30","ids":{"openalex":"https://openalex.org/W2154029067","doi":"https://doi.org/10.1109/tbme.2009.2036000","mag":"2154029067","pmid":"https://pubmed.ncbi.nlm.nih.gov/19932995"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2009.2036000","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2009.2036000","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5076281912","display_name":"Athanasios Tsanas","orcid":"https://orcid.org/0000-0002-0994-8100"},"institutions":[{"id":"https://openalex.org/I4210137756","display_name":"Oxford Applied Research (United Kingdom)","ror":"https://ror.org/03wjhyh40","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210137756"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"A. Tsanas","raw_affiliation_strings":["Systems Analysis Modelling and Prediction Group, University of Oxford, Oxford, OX1 3PJ, UK. tsanas@maths.ox.ac.uk","Oxford Centre of Industrial and Applied Mathematics, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Analysis Modelling and Prediction Group, University of Oxford, Oxford, OX1 3PJ, UK. tsanas@maths.ox.ac.uk","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Oxford Centre of Industrial and Applied Mathematics, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I4210137756","https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018028924","display_name":"Max A. Little","orcid":"https://orcid.org/0000-0002-1507-3822"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M.A. Little","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053305605","display_name":"Patrick McSharry","orcid":"https://orcid.org/0000-0003-4663-970X"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"P.E. McSharry","raw_affiliation_strings":["University of Oxford, Oxford, Oxfordshire, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, Oxfordshire, GB","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048997233","display_name":"Lorraine O. Ramig","orcid":"https://orcid.org/0000-0002-6091-634X"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]},{"id":"https://openalex.org/I2800776452","display_name":"Denver Center for the Performing Arts","ror":"https://ror.org/00h74hd82","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2800776452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L.O. Ramig","raw_affiliation_strings":["Department of Speech, Language, and Hearing Science, University of Colorado, Boulder, CO, USA","National Center for Voice and Speech, Denver, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Speech, Language, and Hearing Science, University of Colorado, Boulder, CO, USA","institution_ids":["https://openalex.org/I188538660"]},{"raw_affiliation_string":"National Center for Voice and Speech, Denver, CO, USA","institution_ids":["https://openalex.org/I2800776452"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076281912"],"corresponding_institution_ids":["https://openalex.org/I40120149","https://openalex.org/I4210137756"],"apc_list":null,"apc_paid":null,"fwci":6.7828,"has_fulltext":false,"cited_by_count":671,"citation_normalized_percentile":{"value":0.9738772,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"57","issue":"4","first_page":"884","last_page":"893"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":1.0,"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":1.0,"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/T10860","display_name":"Speech and Audio Processing","score":0.9944999814033508,"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/T11309","display_name":"Music and Audio Processing","score":0.9839000105857849,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.6614519357681274},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5153095722198486},{"id":"https://openalex.org/keywords/clinical-trial","display_name":"Clinical trial","score":0.514363169670105},{"id":"https://openalex.org/keywords/nonparametric-statistics","display_name":"Nonparametric statistics","score":0.4926450848579407},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4846270978450775},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.44598662853240967},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4405454099178314},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4340313673019409},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4088616371154785},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.39197811484336853},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.37108078598976135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3545631468296051},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32518208026885986},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30594679713249207},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17783570289611816},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.14587512612342834},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09570276737213135}],"concepts":[{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.6614519357681274},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5153095722198486},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.514363169670105},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.4926450848579407},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4846270978450775},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.44598662853240967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4405454099178314},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4340313673019409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4088616371154785},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.39197811484336853},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.37108078598976135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3545631468296051},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32518208026885986},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30594679713249207},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17783570289611816},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.14587512612342834},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09570276737213135},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D013686","descriptor_name":"Telemetry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013686","descriptor_name":"Telemetry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013686","descriptor_name":"Telemetry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2009.2036000","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2009.2036000","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:19932995","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19932995","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":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W37005","https://openalex.org/W204017299","https://openalex.org/W1206235977","https://openalex.org/W1480376833","https://openalex.org/W1544215838","https://openalex.org/W1554944419","https://openalex.org/W1597628276","https://openalex.org/W1760577271","https://openalex.org/W1875231349","https://openalex.org/W1963664254","https://openalex.org/W1971243715","https://openalex.org/W1977314903","https://openalex.org/W1986400202","https://openalex.org/W1987349122","https://openalex.org/W2001911005","https://openalex.org/W2006199542","https://openalex.org/W2013713870","https://openalex.org/W2017680141","https://openalex.org/W2034777022","https://openalex.org/W2049964451","https://openalex.org/W2065097374","https://openalex.org/W2081070229","https://openalex.org/W2094082306","https://openalex.org/W2100534701","https://openalex.org/W2103525487","https://openalex.org/W2104953067","https://openalex.org/W2106821521","https://openalex.org/W2112765817","https://openalex.org/W2114147096","https://openalex.org/W2115682190","https://openalex.org/W2134369365","https://openalex.org/W2135046866","https://openalex.org/W2139474536","https://openalex.org/W2155754546","https://openalex.org/W2168148556","https://openalex.org/W2170316972","https://openalex.org/W2171033594","https://openalex.org/W2202070496","https://openalex.org/W2743615060","https://openalex.org/W3105728206","https://openalex.org/W3146003712","https://openalex.org/W3159810078","https://openalex.org/W3209383001","https://openalex.org/W3216401400","https://openalex.org/W4247654853","https://openalex.org/W4298266977","https://openalex.org/W6637904186"],"related_works":["https://openalex.org/W4243114048","https://openalex.org/W4237896776","https://openalex.org/W4231665652","https://openalex.org/W2000242494","https://openalex.org/W4296826658","https://openalex.org/W1837630526","https://openalex.org/W2529605301","https://openalex.org/W2335589441","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Tracking":[0],"Parkinson's":[1,10],"disease":[2,11],"(PD)":[3],"symptom":[4,31],"progression":[5],"often":[6],"uses":[7],"the":[8,17,54,75,104,117,146,170],"unified":[9],"rating":[12],"scale":[13],"(UPDRS)":[14],"that":[15,130,189],"requires":[16],"patient's":[18],"presence":[19],"in":[20,152,186],"clinic,":[21],"and":[22,35,40,82,114,126,135,138,175],"time-consuming":[23],"physical":[24],"examinations":[25],"by":[26],"trained":[27],"medical":[28],"staff.":[29],"Thus,":[30],"monitoring":[32],"is":[33],"costly":[34],"logistically":[36],"inconvenient":[37],"for":[38,47,53],"patient":[39],"clinical":[41,50,192],"staff":[42],"alike,":[43],"also":[44],"hindering":[45],"recruitment":[46],"future":[48],"large-scale":[49,191],"trials.":[51],"Here,":[52],"first":[55],"time,":[56],"we":[57,102],"demonstrate":[58],"rapid,":[59],"remote":[60],"replication":[61],"of":[62,97,120,149,172],"UPDRS":[63,71,123,177],"assessment":[64],"with":[65,89,108],"clinically":[66,94],"useful":[67,95],"accuracy":[68],"(about":[69],"7.5":[70],"points":[72],"difference":[73],"from":[74,157],"clinicians'":[76],"estimates),":[77],"using":[78,124],"only":[79],"simple,":[80],"self-administered,":[81],"noninvasive":[83],"speech":[84,88,151],"tests.":[85],"We":[86,141],"characterize":[87],"signal":[90],"processing":[91],"algorithms,":[92],"extracting":[93],"features":[96,121],"average":[98],"PD":[99,150,159,196],"progression.":[100],"Subsequently,":[101],"select":[103],"most":[105],"parsimonious":[106],"model":[107],"a":[109,163,183],"robust":[110],"feature":[111],"selection":[112],"algorithm,":[113],"statistically":[115],"map":[116],"selected":[118],"subset":[119],"to":[122,162],"linear":[125],"nonlinear":[127],"regression":[128,139],"techniques":[129],"include":[131],"classical":[132],"least":[133],"squares":[134],"nonparametric":[136],"classification":[137],"trees.":[140],"verify":[142],"our":[143],"findings":[144,168],"on":[145],"largest":[147],"database":[148],"existence":[153],"(approximately":[154],"6000":[155],"recordings":[156],"42":[158],"patients,":[160],"recruited":[161],"six-month,":[164],"multicenter":[165],"trial).":[166],"These":[167],"support":[169],"feasibility":[171],"frequent,":[173],"remote,":[174],"accurate":[176],"tracking.":[178],"This":[179],"technology":[180],"could":[181],"play":[182],"key":[184],"part":[185],"telemonitoring":[187],"frameworks":[188],"enable":[190],"trials":[193],"into":[194],"novel":[195],"treatments.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":62},{"year":2024,"cited_by_count":47},{"year":2023,"cited_by_count":47},{"year":2022,"cited_by_count":48},{"year":2021,"cited_by_count":62},{"year":2020,"cited_by_count":85},{"year":2019,"cited_by_count":58},{"year":2018,"cited_by_count":45},{"year":2017,"cited_by_count":36},{"year":2016,"cited_by_count":30},{"year":2015,"cited_by_count":42},{"year":2014,"cited_by_count":27},{"year":2013,"cited_by_count":28},{"year":2012,"cited_by_count":21}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2025-10-10T00:00:00"}
