{"id":"https://openalex.org/W4392741102","doi":"https://doi.org/10.1186/s12911-024-02474-7","title":"Deep learning of movement behavior profiles and their association with markers of cardiometabolic health","display_name":"Deep learning of movement behavior profiles and their association with markers of cardiometabolic health","publication_year":2024,"publication_date":"2024-03-13","ids":{"openalex":"https://openalex.org/W4392741102","doi":"https://doi.org/10.1186/s12911-024-02474-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/38481262"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-024-02474-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02474-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02474-7","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02474-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010979597","display_name":"Vahid Farrahi","orcid":"https://orcid.org/0000-0001-8355-8488"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vahid Farrahi","raw_affiliation_strings":["Institute for Sport and Sport Science, TU Dortmund University, Dortmund, Germany. Vahid.Farrahi@tu-dortmund.de","Institute for Sport and Sport Science, TU Dortmund University, Dortmund, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8355-8488","affiliations":[{"raw_affiliation_string":"Institute for Sport and Sport Science, TU Dortmund University, Dortmund, Germany. Vahid.Farrahi@tu-dortmund.de","institution_ids":["https://openalex.org/I200332995"]},{"raw_affiliation_string":"Institute for Sport and Sport Science, TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008193957","display_name":"Paul J. Collings","orcid":"https://orcid.org/0000-0003-2022-5453"},"institutions":[{"id":"https://openalex.org/I4210101141","display_name":"Luxembourg Institute of Health","ror":"https://ror.org/012m8gv78","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210101141"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Paul J Collings","raw_affiliation_strings":["Physical Activity, Sport and Health Research Group, Department of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physical Activity, Sport and Health Research Group, Department of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg","institution_ids":["https://openalex.org/I4210101141"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068812101","display_name":"Mourad Oussalah","orcid":"https://orcid.org/0000-0002-4422-8723"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mourad Oussalah","raw_affiliation_strings":["Centre of Machine Vision and Signal Analysis, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre of Machine Vision and Signal Analysis, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010979597"],"corresponding_institution_ids":["https://openalex.org/I200332995"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.2008,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.77893223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"74","last_page":"74"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.6808000206947327,"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/T10352","display_name":"Physical Activity and Health","score":0.6808000206947327,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.039000000804662704,"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/T10866","display_name":"Nutritional Studies and Diet","score":0.02889999933540821,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/accelerometer","display_name":"Accelerometer","score":0.7843893766403198},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.6167545914649963},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6070424914360046},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5976083278656006},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5924637317657471},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5487368106842041},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.5086808800697327},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35441169142723083},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3456861674785614},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2497839629650116}],"concepts":[{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.7843893766403198},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.6167545914649963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6070424914360046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5976083278656006},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5924637317657471},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5487368106842041},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.5086808800697327},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35441169142723083},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3456861674785614},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2497839629650116},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057185","descriptor_name":"Sedentary Behavior","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-024-02474-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02474-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02474-7","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:38481262","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38481262","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10936042","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10936042","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10936042/pdf/12911_2024_Article_2474.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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:409caaf3c7794d5fbcae4b34c0a6aad2","is_oa":true,"landing_page_url":"https://doaj.org/article/409caaf3c7794d5fbcae4b34c0a6aad2","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 24, Iss 1, Pp 1-16 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-024-02474-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02474-7","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02474-7","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320329559","display_name":"Technische Universit\u00e4t Dortmund","ror":"https://ror.org/01k97gp34"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392741102.pdf"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W1818552750","https://openalex.org/W2011781303","https://openalex.org/W2026430219","https://openalex.org/W2084529600","https://openalex.org/W2084553975","https://openalex.org/W2110356995","https://openalex.org/W2124620553","https://openalex.org/W2150722389","https://openalex.org/W2161160262","https://openalex.org/W2165563635","https://openalex.org/W2166117607","https://openalex.org/W2168524506","https://openalex.org/W2189625117","https://openalex.org/W2291769085","https://openalex.org/W2618096841","https://openalex.org/W2736191430","https://openalex.org/W2736497533","https://openalex.org/W2765741717","https://openalex.org/W2770572655","https://openalex.org/W2798148638","https://openalex.org/W2896602797","https://openalex.org/W2914694758","https://openalex.org/W2943145131","https://openalex.org/W2945229969","https://openalex.org/W2963955318","https://openalex.org/W2965609454","https://openalex.org/W2976398475","https://openalex.org/W3001040897","https://openalex.org/W3015192239","https://openalex.org/W3045041679","https://openalex.org/W3047917453","https://openalex.org/W3095676345","https://openalex.org/W3108106255","https://openalex.org/W3110435694","https://openalex.org/W3111667520","https://openalex.org/W3145758152","https://openalex.org/W3147830987","https://openalex.org/W3155288218","https://openalex.org/W3161537341","https://openalex.org/W3164581645","https://openalex.org/W3175687624","https://openalex.org/W3211603204","https://openalex.org/W3213261856","https://openalex.org/W4210511792","https://openalex.org/W4210749465","https://openalex.org/W4214518401","https://openalex.org/W4220800172","https://openalex.org/W4223909096","https://openalex.org/W4224436899","https://openalex.org/W4226115276","https://openalex.org/W4287448787","https://openalex.org/W4288044003","https://openalex.org/W4294168018","https://openalex.org/W4297399257","https://openalex.org/W4307743842","https://openalex.org/W4307903942","https://openalex.org/W4308893065","https://openalex.org/W4311258905","https://openalex.org/W4311501860","https://openalex.org/W4315631454","https://openalex.org/W4318191233","https://openalex.org/W4319439968","https://openalex.org/W4321328463","https://openalex.org/W4321378902","https://openalex.org/W4323545743","https://openalex.org/W4378576117","https://openalex.org/W4379966395","https://openalex.org/W4383498861","https://openalex.org/W4385479392","https://openalex.org/W4387902778","https://openalex.org/W4388895765","https://openalex.org/W4391350390"],"related_works":["https://openalex.org/W2765080098","https://openalex.org/W2385749422","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"BACKGROUND:":[0],"Traditionally,":[1],"existing":[2],"studies":[3],"assessing":[4],"the":[5,21,35,39,108,124,133,151,185,189,212,218,243,252,297,307,314,336],"health":[6,56,348],"associations":[7],"of":[8,23,44,46,111,126,192,220,233,235,262,321,333,338],"accelerometer-measured":[9],"movement":[10,47,72,112,193,213,223,236,244,322,334],"behaviors":[11,73,113],"have":[12],"been":[13],"performed":[14,114],"with":[15],"few":[16],"averaged":[17,30],"values,":[18],"mainly":[19],"representing":[20],"duration":[22,330],"physical":[24,339],"activities":[25],"and":[26,42,154,172,203,231,251,273,284,290,331],"sedentary":[27,309],"behaviors.":[28,194,237],"Such":[29],"values":[31],"cannot":[32],"naturally":[33],"capture":[34],"complex":[36],"interplay":[37],"between":[38],"duration,":[40],"timing,":[41,230],"patterns":[43,232,332],"accumulation":[45,234],"behaviors,":[48,335],"that":[49],"altogether":[50],"may":[51,341],"be":[52,343],"codependently":[53],"related":[54],"to":[55,68,136,183,296,313,329],"outcomes":[57],"in":[58,150,217,327],"adults.":[59],"In":[60],"this":[61],"study,":[62],"we":[63,81,122,131],"introduce":[64],"a":[65,103,164],"novel":[66],"approach":[67],"visually":[69],"represent":[70],"recorded":[71],"as":[74,248,255],"images":[75,84,196,215],"using":[76],"original":[77],"accelerometer":[78,98,166,175],"outputs.":[79],"Subsequently,":[80,130],"utilize":[82],"these":[83,127,138,208],"for":[85,167,211,240,267,282,306,345],"cluster":[86,137,204],"analysis":[87,205],"employing":[88],"deep":[89],"convolutional":[90,120,179],"autoencoders.":[91],"METHODS:":[92],"Our":[93],"method":[94],"involves":[95],"converting":[96],"minute-by-minute":[97],"outputs":[99],"(activity":[100],"counts)":[101],"into":[102,199],"2D":[104],"image":[105,186],"format,":[106],"capturing":[107],"entire":[109,190],"spectrum":[110,191],"by":[115,227],"each":[116],"participant.":[117],"By":[118],"utilizing":[119],"autoencoders,":[121],"enable":[123],"learning":[125,320],"image-based":[128],"representations.":[129,140],"apply":[132],"K-means":[134],"algorithm":[135],"learned":[139,209],"We":[141],"used":[142],"data":[143],"from":[144],"1812":[145],"adult":[146],"(20-65":[147],"years)":[148],"participants":[149],"National":[152],"Health":[153],"Nutrition":[155],"Examination":[156],"Survey":[157],"(NHANES,":[158],"2003-2006":[159],"cycles)":[160],"study":[161],"who":[162],"worn":[163],"hip-worn":[165],"7":[168],"seven":[169],"consecutive":[170],"days":[171],"provided":[173],"valid":[174],"data.":[176],"RESULTS:":[177],"Deep":[178,319],"autoencoders":[180],"were":[181,197,304],"able":[182],"learn":[184],"representation,":[187],"encompassing":[188],"The":[195],"encoded":[198],"32":[200],"latent":[201],"variables,":[202],"based":[206],"on":[207],"representations":[210],"behavior":[214,224,245,323],"resulted":[216],"identification":[219],"four":[221],"distinct":[222],"profiles":[225,324],"characterized":[226,247,254],"varying":[228],"levels,":[229],"After":[238],"adjusting":[239],"potential":[241],"covariates,":[242],"profile":[246,253,311],"\"Early-morning":[249],"movers\"":[250,310],"\"Highest":[256],"activity\"":[257,299,316],"both":[258],"had":[259],"lower":[260],"levels":[261],"insulin":[263],"(P":[264,270,279,287],"<":[265,271,275,280,288,292],"0.01":[266,281],"both),":[268,283],"triglycerides":[269],"0.05":[272,289],"P":[274,291],"0.01,":[276],"respectively),":[277],"HOMA-IR":[278],"plasma":[285],"glucose":[286],"0.1,":[293],"respectively)":[294],"compared":[295,312],"\"Lowest":[298,315],"profile.":[300,317],"No":[301],"significant":[302],"differences":[303],"observed":[305],"\"Least":[308],"CONCLUSIONS:":[318],"revealed":[325],"that,":[326],"addition":[328],"timing":[337],"activity":[340],"also":[342],"crucial":[344],"gaining":[346],"additional":[347],"benefits.":[349]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}