{"id":"https://openalex.org/W4304471379","doi":"https://doi.org/10.1055/s-0042-1756649","title":"Automated Cognitive Health Assessment Using Partially Complete Time Series Sensor Data","display_name":"Automated Cognitive Health Assessment Using Partially Complete Time Series Sensor Data","publication_year":2022,"publication_date":"2022-09-01","ids":{"openalex":"https://openalex.org/W4304471379","doi":"https://doi.org/10.1055/s-0042-1756649","pmid":"https://pubmed.ncbi.nlm.nih.gov/36220111","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9847015"},"language":"en","primary_location":{"id":"doi:10.1055/s-0042-1756649","doi":"https://doi.org/10.1055/s-0042-1756649","is_oa":false,"landing_page_url":"https://doi.org/10.1055/s-0042-1756649","pdf_url":null,"source":{"id":"https://openalex.org/S61967871","display_name":"Methods of Information in Medicine","issn_l":"0026-1270","issn":["0026-1270","2511-705X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","jufo-3","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Methods of Information in Medicine","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9847015","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112558176","display_name":"Brian Lee Thomas","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian L. Thomas","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044712355","display_name":"Lawrence B. Holder","orcid":"https://orcid.org/0000-0002-6586-3144","observed_orcids":["https://orcid.org/0000-0002-6586-3144"]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lawrence B. Holder","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048183050","display_name":"Diane J. Cook","orcid":"https://orcid.org/0000-0002-4441-7508","observed_orcids":["https://orcid.org/0000-0002-4441-7508","https://orcid.org/0000-0001-9711-2954"]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Diane J. Cook","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, Washington State University, Pullman, Washington, United States","institution_ids":["https://openalex.org/I72951846"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5048183050"],"corresponding_institution_ids":["https://openalex.org/I72951846"],"apc_list":null,"apc_paid":null,"fwci":0.0696,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.265418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"61","issue":"03/04","first_page":"099","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.44040000438690186,"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":0.44040000438690186,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.15539999306201935,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.09049999713897705,"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/missing-data-imputation","display_name":"missing data imputation","score":0.8349999785423279},{"id":"https://openalex.org/keywords/multivariate-time-series","display_name":"multivariate time series","score":0.8420000076293945},{"id":"https://openalex.org/keywords/bidirectional-generative-adversarial-network","display_name":"bidirectional generative adversarial network","score":0.7940000295639038},{"id":"https://openalex.org/keywords/wearable-sensor-data","display_name":"wearable sensor data","score":0.8619999885559082},{"id":"https://openalex.org/keywords/smartwatches","display_name":"smartwatches","score":0.7850000262260437},{"id":"https://openalex.org/keywords/naturalistic-data-collection","display_name":"naturalistic data collection","score":0.6140000224113464}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6564475297927856},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5594710111618042},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4886065125465393},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.44094645977020264},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3965596556663513},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33854252099990845},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.292131245136261},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17370012402534485},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11064726114273071},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.07877179980278015},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","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":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1055/s-0042-1756649","doi":"https://doi.org/10.1055/s-0042-1756649","is_oa":false,"landing_page_url":"https://doi.org/10.1055/s-0042-1756649","pdf_url":null,"source":{"id":"https://openalex.org/S61967871","display_name":"Methods of Information in Medicine","issn_l":"0026-1270","issn":["0026-1270","2511-705X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","jufo-3","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Methods of Information in Medicine","raw_type":"journal-article"},{"id":"pmid:36220111","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36220111","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":"Methods of information in medicine","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9847015","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9847015","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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Methods Inf Med","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9847015","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9847015","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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Methods Inf Med","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8560000061988831,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1055766644","display_name":"Automated Health Assessment through Mobile Sensing and Machine Learning of Daily Activities","funder_award_id":"R44AG078121","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G2735995822","display_name":"Automated Health Assessment through Mobile Sensing and Machine Learning of Daily Activities","funder_award_id":"R41EB029774","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G577300759","display_name":"Multi-modal functional health assessment and intervention for individuals experiencing cognitive decline","funder_award_id":"R01AG065218","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G9000907232","display_name":"A clinician-in-the-loop smart environment to support management of chronic health conditions","funder_award_id":"R01NR016732","funder_id":"https://openalex.org/F4320337353","funder_display_name":"National Institute of Nursing Research"}],"funders":[{"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/F4320337353","display_name":"National Institute of Nursing Research","ror":"https://ror.org/01y3zfr79"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1544359545","https://openalex.org/W1873057782","https://openalex.org/W1959314891","https://openalex.org/W1992227603","https://openalex.org/W1997718099","https://openalex.org/W2006333070","https://openalex.org/W2023302299","https://openalex.org/W2026653933","https://openalex.org/W2033345578","https://openalex.org/W2043705607","https://openalex.org/W2045448404","https://openalex.org/W2045463218","https://openalex.org/W2056716515","https://openalex.org/W2065974896","https://openalex.org/W2067313332","https://openalex.org/W2075057769","https://openalex.org/W2103654910","https://openalex.org/W2113031450","https://openalex.org/W2134947937","https://openalex.org/W2164962778","https://openalex.org/W2165115508","https://openalex.org/W2177974793","https://openalex.org/W2247607085","https://openalex.org/W2252383517","https://openalex.org/W2278937275","https://openalex.org/W2342783192","https://openalex.org/W2486199753","https://openalex.org/W2523230499","https://openalex.org/W2526184844","https://openalex.org/W2736191430","https://openalex.org/W2773688097","https://openalex.org/W2791951661","https://openalex.org/W2794997027","https://openalex.org/W2795342689","https://openalex.org/W2797827880","https://openalex.org/W2803166421","https://openalex.org/W2803805253","https://openalex.org/W2810531172","https://openalex.org/W2889810448","https://openalex.org/W2890085824","https://openalex.org/W2891161544","https://openalex.org/W2892452712","https://openalex.org/W2904492729","https://openalex.org/W2910408172","https://openalex.org/W2918103210","https://openalex.org/W2946660569","https://openalex.org/W2952267276","https://openalex.org/W2968129649","https://openalex.org/W2980701909","https://openalex.org/W2997402207","https://openalex.org/W3000304787","https://openalex.org/W3012016083","https://openalex.org/W3012347787","https://openalex.org/W3035812050","https://openalex.org/W3093219719","https://openalex.org/W3096831136","https://openalex.org/W3106477851","https://openalex.org/W3108054588","https://openalex.org/W3109682927","https://openalex.org/W3131679056","https://openalex.org/W3158162385","https://openalex.org/W3164845984","https://openalex.org/W3215213301","https://openalex.org/W4205765022","https://openalex.org/W4248680598","https://openalex.org/W4298289240"],"related_works":["https://openalex.org/W4401024220","https://openalex.org/W2979598391","https://openalex.org/W3013655789","https://openalex.org/W7213772587","https://openalex.org/W4403195235","https://openalex.org/W6888851006","https://openalex.org/W4386168346","https://openalex.org/W3094183652","https://openalex.org/W7222970504","https://openalex.org/W4318464356"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"Behavior":[2],"and":[3,95,117],"health":[4,69,198],"are":[5,87,115,118],"inextricably":[6],"linked.":[7],"As":[8],"a":[9,31,46,74,196],"result,":[10],"continuous":[11,130],"wearable":[12,182],"sensor":[13,84,183],"data":[14,26,35,47,132,166,184],"offer":[15,193],"the":[16,25,109,163,187],"potential":[17],"to":[18,44,50,60,81,120,158,174,192],"predict":[19,67,159],"clinical":[20,68,122,160],"measures.":[21,70,123],"However,":[22],"interruptions":[23],"in":[24,98,186,199],"collection":[27],"occur,":[28],"which":[29],"create":[30,61,154],"need":[32],"for":[33,100,133],"strategic":[34],"imputation.":[36],"Objective":[37],"The":[38],"objective":[39],"of":[40,150],"this":[41],"work":[42,179],"is":[43],"adapt":[45],"generation":[48],"algorithm":[49],"impute":[51,82],"multivariate":[52],"time":[53,76,102,106],"series":[54,77],"data.":[55],"This":[56,178],"will":[57],"allow":[58],"us":[59],"digital":[62,112],"behavior":[63,113],"markers":[64,114],"that":[65,181],"can":[66,189],"Methods":[71],"We":[72,125,152],"created":[73],"bidirectional":[75],"generative":[78],"adversarial":[79],"network":[80],"missing":[83],"readings.":[85],"Values":[86],"imputed":[88],"based":[89],"on":[90,195],"relationships":[91],"between":[92],"multiple":[93,96],"fields":[94],"points":[97,103],"time,":[99],"single":[101],"or":[104],"larger":[105],"gaps.":[107],"From":[108],"complete":[110,165],"data,":[111,141],"extracted":[116],"mapped":[119],"predicted":[121],"Results":[124],"validate":[126],"our":[127],"approach":[128],"using":[129],"smartwatch":[131],"n":[134],"=":[135,172,176],"14":[136],"participants.":[137],"When":[138],"reconstructing":[139],"omitted":[140],"we":[142],"observe":[143],"an":[144],"average":[145],"normalized":[146],"mean":[147],"absolute":[148],"error":[149],"0.0197.":[151],"then":[153],"machine":[155],"learning":[156],"models":[157],"measures":[161],"from":[162,170],"reconstructed,":[164],"with":[167],"correlations":[168],"ranging":[169],"r":[171,175],"0.1230":[173],"0.7623.":[177],"indicates":[180],"collected":[185],"wild":[188],"be":[190],"used":[191],"insights":[194],"person's":[197],"natural":[200],"settings.":[201]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-10-12T00:00:00"}