{"id":"https://openalex.org/W4400410237","doi":"https://doi.org/10.3390/bioengineering11070689","title":"Multi-Shared-Task Self-Supervised CNN-LSTM for Monitoring Free-Body Movement UPDRS-III Using Wearable Sensors","display_name":"Multi-Shared-Task Self-Supervised CNN-LSTM for Monitoring Free-Body Movement UPDRS-III Using Wearable Sensors","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4400410237","doi":"https://doi.org/10.3390/bioengineering11070689","pmid":"https://pubmed.ncbi.nlm.nih.gov/39061771","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11274108"},"language":"en","primary_location":{"id":"doi:10.3390/bioengineering11070689","doi":"https://doi.org/10.3390/bioengineering11070689","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering11070689","pdf_url":null,"source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","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/10.3390/bioengineering11070689","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051802588","display_name":"Mustafa Shuqair","orcid":"https://orcid.org/0000-0002-9134-5447","observed_orcids":["https://orcid.org/0000-0002-9134-5447"]},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mustafa Shuqair","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL 33431, USA"],"raw_orcid":"https://orcid.org/0000-0002-9134-5447","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL 33431, USA","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015721522","display_name":"Joohi Jimenez Shahed","orcid":"https://orcid.org/0000-0002-9772-7569","observed_orcids":["https://orcid.org/0000-0002-9772-7569"]},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joohi Jimenez-Shahed","raw_affiliation_strings":["Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA"],"raw_orcid":"https://orcid.org/0000-0002-9772-7569","affiliations":[{"raw_affiliation_string":"Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032994571","display_name":"Behnaz Ghoraani","orcid":"https://orcid.org/0000-0003-0075-7663","observed_orcids":["https://orcid.org/0000-0003-0075-7663"]},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Behnaz Ghoraani","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL 33431, USA"],"raw_orcid":"https://orcid.org/0000-0003-0075-7663","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL 33431, USA","institution_ids":["https://openalex.org/I63772739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032994571"],"corresponding_institution_ids":["https://openalex.org/I63772739"],"apc_list":{"value":2700,"currency":"CHF","value_usd":3069},"apc_paid":{"value":2700,"currency":"CHF","value_usd":3069},"fwci":0.9775,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.73594271,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"11","issue":"7","first_page":"689","last_page":"689"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.00430000014603138,"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"}},{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/parkinson-s-disease","display_name":"Parkinson's disease","score":0.9950000047683716},{"id":"https://openalex.org/keywords/updrs-iii","display_name":"UPDRS-III","score":0.8550000190734863},{"id":"https://openalex.org/keywords/wearable-sensors","display_name":"wearable sensors","score":0.824999988079071},{"id":"https://openalex.org/keywords/gyroscope-signals","display_name":"gyroscope signals","score":0.8690000176429749},{"id":"https://openalex.org/keywords/cnn-lstm","display_name":"CNN-LSTM","score":0.8510000109672546},{"id":"https://openalex.org/keywords/self-supervised-learning","display_name":"self-supervised learning","score":0.9010000228881836},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"multi-task learning","score":0.8519999980926514},{"id":"https://openalex.org/keywords/disease-severity-monitoring","display_name":"disease severity monitoring","score":0.5989999771118164},{"id":"https://openalex.org/keywords/spectrogram-features","display_name":"spectrogram features","score":0.5839999914169312}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6983414888381958},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6690088510513306},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6592123508453369},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6312578320503235},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5845984220504761},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5620976090431213},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5620851516723633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5346115827560425},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.52681565284729},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4215048551559448},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.08037945628166199},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/bioengineering11070689","doi":"https://doi.org/10.3390/bioengineering11070689","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering11070689","pdf_url":null,"source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11274108","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11274108","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11274108/pdf/bioengineering-11-00689.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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering (Basel)","raw_type":"Text"},{"id":"pmid:39061771","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39061771","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":"Bioengineering (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:a49e7b5bd4a145f9b744d7540bc885e6","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/a49e7b5bd4a145f9b744d7540bc885e6","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bioengineering, Vol 11, Iss 7, p 689 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bioengineering11070689","doi":"https://doi.org/10.3390/bioengineering11070689","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bioengineering11070689","pdf_url":null,"source":{"id":"https://openalex.org/S4210179121","display_name":"Bioengineering","issn_l":"2306-5354","issn":["2306-5354"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioengineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2970247219","display_name":"Kinesia-D: Ambulatory PD Dyskinesia Monitor for Drug Therapy Titration","funder_award_id":"R44AG044293","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G532202585","display_name":"CAREER: Advanced data analytics for early detection of Alzheimer's disease using wearables and smartphone","funder_award_id":"1942669","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6193316243","display_name":"CCSS: Discovery of Individualized Disease Features for Personalized Health Monitoring","funder_award_id":"1936586","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6877558395","display_name":"Kinesia-D: Ambulatory Parkinson's Disease Dyskinesia Monitor for Drug Therapy Tit","funder_award_id":"R43NS071882","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1508856497","https://openalex.org/W1933560451","https://openalex.org/W1947481528","https://openalex.org/W2064675550","https://openalex.org/W2084926338","https://openalex.org/W2104033295","https://openalex.org/W2140978740","https://openalex.org/W2163141580","https://openalex.org/W2464977649","https://openalex.org/W2508429489","https://openalex.org/W2610024937","https://openalex.org/W2620664872","https://openalex.org/W2749718288","https://openalex.org/W2764216414","https://openalex.org/W2791044039","https://openalex.org/W2791600159","https://openalex.org/W2791752902","https://openalex.org/W2945893512","https://openalex.org/W2962949934","https://openalex.org/W2974084574","https://openalex.org/W2975502227","https://openalex.org/W2999749474","https://openalex.org/W3014902804","https://openalex.org/W3017253582","https://openalex.org/W3035725276","https://openalex.org/W3042785614","https://openalex.org/W3085287851","https://openalex.org/W3087291280","https://openalex.org/W3091053520","https://openalex.org/W3099025572","https://openalex.org/W3101667008","https://openalex.org/W3115907088","https://openalex.org/W3127479352","https://openalex.org/W3151382523","https://openalex.org/W3155662452","https://openalex.org/W3160595428","https://openalex.org/W4200350976","https://openalex.org/W4206481149","https://openalex.org/W4211015534","https://openalex.org/W4319779629","https://openalex.org/W4382583402","https://openalex.org/W4386285875","https://openalex.org/W4387424974","https://openalex.org/W4390481113","https://openalex.org/W4396531679"],"related_works":["https://openalex.org/W4405489653","https://openalex.org/W2972624928","https://openalex.org/W3151382523","https://openalex.org/W4411606727","https://openalex.org/W4389543252","https://openalex.org/W3211879909","https://openalex.org/W2975502227","https://openalex.org/W4393309798","https://openalex.org/W3201642744","https://openalex.org/W3153754520"],"abstract_inverted_index":{"The":[0,20],"Unified":[1],"Parkinson's":[2,13],"Disease":[3],"Rating":[4],"Scale":[5],"(UPDRS)":[6],"is":[7,22],"used":[8],"to":[9,34,54,69,107,175],"recognize":[10],"patients":[11,127],"with":[12,50],"disease":[14,25],"(PD)":[15],"and":[16,28,100,142,155,159,162,198],"rate":[17],"its":[18],"severity.":[19],"rating":[21],"crucial":[23],"for":[24,171,189,196],"progression":[26],"monitoring":[27],"treatment":[29],"adjustment.":[30],"This":[31,104,147],"study":[32],"aims":[33,106],"advance":[35],"the":[36,56,109,150],"capabilities":[37],"of":[38,58,65,112,122,138,201],"PD":[39,113,126,190,202],"management":[40],"by":[41,153],"developing":[42],"an":[43],"innovative":[44],"framework":[45,94,195],"that":[46,95],"integrates":[47],"deep":[48,66],"learning":[49,67],"wearable":[51,79],"sensor":[52],"technology":[53],"enhance":[55],"precision":[57],"UPDRS":[59,71],"assessments.":[60],"We":[61],"introduce":[62],"a":[63,84,135,164,182,193],"series":[64],"models":[68,161],"estimate":[70],"Part":[72],"III":[73],"scores,":[74],"utilizing":[75],"motion":[76],"data":[77,123],"from":[78,124],"sensors.":[80],"Our":[81],"approach":[82],"leverages":[83],"novel":[85],"Multi-shared-task":[86],"Self-supervised":[87],"Convolutional":[88],"Neural":[89],"Network-Long":[90],"Short-Term":[91],"Memory":[92],"(CNN-LSTM)":[93],"processes":[96],"raw":[97],"gyroscope":[98],"signals":[99],"their":[101],"spectrogram":[102],"representations.":[103],"technique":[105],"refine":[108],"estimation":[110,170],"accuracy":[111],"severity":[114],"during":[115],"naturalistic":[116],"human":[117],"activities.":[118],"Utilizing":[119],"526":[120],"min":[121],"24":[125],"engaged":[128],"in":[129,167,186,204],"everyday":[130],"activities,":[131],"our":[132],"methodology":[133],"demonstrates":[134],"strong":[136],"correlation":[137],"0.89":[139],"between":[140],"estimated":[141],"clinically":[143],"assessed":[144],"UPDRS-III":[145,168],"scores.":[146],"model":[148],"outperforms":[149],"benchmark":[151],"set":[152],"single":[154],"multichannel":[156],"CNN,":[157],"LSTM,":[158],"CNN-LSTM":[160],"establishes":[163],"new":[165],"standard":[166],"score":[169],"free-body":[172],"movements":[173],"compared":[174],"recent":[176],"state-of-the-art":[177],"methods.":[178],"These":[179],"results":[180],"signify":[181],"substantial":[183],"step":[184],"forward":[185],"bioengineering":[187],"applications":[188],"monitoring,":[191],"providing":[192],"robust":[194],"reliable":[197],"continuous":[199],"assessment":[200],"symptoms":[203],"daily":[205],"living":[206],"settings.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2024-07-09T00:00:00"}
