{"id":"https://openalex.org/W4411273524","doi":"https://doi.org/10.1186/s13040-025-00456-7","title":"Geospatial analysis of short sleep duration and cognitive disability in US adults: a multi-state study using machine learning techniques","display_name":"Geospatial analysis of short sleep duration and cognitive disability in US adults: a multi-state study using machine learning techniques","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411273524","doi":"https://doi.org/10.1186/s13040-025-00456-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/40514719"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-025-00456-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00456-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00456-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00456-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113330313","display_name":"Tue Te","orcid":"https://orcid.org/0000-0001-6290-0475"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210156876","display_name":"VA Greater Los Angeles Healthcare System","ror":"https://ror.org/05xcarb80","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210138663","https://openalex.org/I4210156876"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tue T. Te","raw_affiliation_strings":["Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles (UCLA), Los Angeles, CA, USA. TTe@mednet.ucla.edu","Geriatric, Research, Education and Clinical Center, VA Greater Los Angeles, Los Angeles, CA, USA. TTe@mednet.ucla.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles (UCLA), Los Angeles, CA, USA. TTe@mednet.ucla.edu","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Geriatric, Research, Education and Clinical Center, VA Greater Los Angeles, Los Angeles, CA, USA. TTe@mednet.ucla.edu","institution_ids":["https://openalex.org/I4210156876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056478657","display_name":"Alex Bui","orcid":"https://orcid.org/0000-0002-4702-1373"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210096972","display_name":"Los Angeles Medical Center","ror":"https://ror.org/00spys463","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343052199","https://openalex.org/I4210096972"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex A. T. Bui","raw_affiliation_strings":["Medical and Imaging Informatics Group, Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical and Imaging Informatics Group, Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765","https://openalex.org/I4210096972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056948053","display_name":"Constance H. Fung","orcid":"https://orcid.org/0000-0002-0140-7932"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210156876","display_name":"VA Greater Los Angeles Healthcare System","ror":"https://ror.org/05xcarb80","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210138663","https://openalex.org/I4210156876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Constance H. Fung","raw_affiliation_strings":["Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles (UCLA), Los Angeles, CA, USA","Geriatric, Research, Education and Clinical Center, VA Greater Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles (UCLA), Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Geriatric, Research, Education and Clinical Center, VA Greater Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I4210156876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002364120","display_name":"Mary Regina Boland","orcid":"https://orcid.org/0000-0001-8576-6408"},"institutions":[{"id":"https://openalex.org/I188871143","display_name":"Saint Vincent College","ror":"https://ror.org/00amjd520","country_code":"US","type":"education","lineage":["https://openalex.org/I188871143"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mary Regina Boland","raw_affiliation_strings":["Department of Data Science, Herbert W. Boyer School of Natural Sciences, Mathematics, and Computing, Economics and Government, Alex G McKenna School of Business, Saint Vincent College, Mathematics, Latrobe, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Science, Herbert W. Boyer School of Natural Sciences, Mathematics, and Computing, Economics and Government, Alex G McKenna School of Business, Saint Vincent College, Mathematics, Latrobe, PA, USA","institution_ids":["https://openalex.org/I188871143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5113330313"],"corresponding_institution_ids":["https://openalex.org/I161318765","https://openalex.org/I4210156876"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10260495,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":"41","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9257000088691711,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9257000088691711,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.010499999858438969,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10235","display_name":"Health disparities and outcomes","score":0.010099999606609344,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.8169964551925659},{"id":"https://openalex.org/keywords/duration","display_name":"Duration (music)","score":0.6120739579200745},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5514770150184631},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5243109464645386},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.5155110359191895},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4548618495464325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37979480624198914},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3668355941772461},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3556225895881653},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2929404675960541},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.13051626086235046},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12406215071678162},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.11033487319946289},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10739019513130188}],"concepts":[{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.8169964551925659},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.6120739579200745},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5514770150184631},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5243109464645386},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5155110359191895},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4548618495464325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37979480624198914},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3668355941772461},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3556225895881653},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2929404675960541},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.13051626086235046},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12406215071678162},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.11033487319946289},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10739019513130188},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s13040-025-00456-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00456-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00456-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:40514719","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40514719","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":"BioData mining","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:10977554","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12166631","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:999cae56f4974cccad065a0d3026f9e8","is_oa":true,"landing_page_url":"https://doaj.org/article/999cae56f4974cccad065a0d3026f9e8","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":"BioData Mining, Vol 18, Iss 1, Pp 1-14 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13040-025-00456-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-025-00456-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-025-00456-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"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":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411273524.pdf","grobid_xml":"https://content.openalex.org/works/W4411273524.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W623924200","https://openalex.org/W1549716303","https://openalex.org/W1985817850","https://openalex.org/W2002880735","https://openalex.org/W2059615097","https://openalex.org/W2079057539","https://openalex.org/W2082861512","https://openalex.org/W2142936302","https://openalex.org/W2146053734","https://openalex.org/W2146866147","https://openalex.org/W2155008024","https://openalex.org/W2265553328","https://openalex.org/W2281809314","https://openalex.org/W2783092264","https://openalex.org/W2789794127","https://openalex.org/W2883490322","https://openalex.org/W2972066792","https://openalex.org/W3012845600","https://openalex.org/W3035617301","https://openalex.org/W3046275966","https://openalex.org/W3112734740","https://openalex.org/W3162782009","https://openalex.org/W3171834142","https://openalex.org/W3195833054","https://openalex.org/W3197434550","https://openalex.org/W4210312875","https://openalex.org/W4223549842","https://openalex.org/W4242289937","https://openalex.org/W4361200200","https://openalex.org/W4382139541","https://openalex.org/W4383807037","https://openalex.org/W4386209727","https://openalex.org/W4388801854","https://openalex.org/W4388914384","https://openalex.org/W4400582496","https://openalex.org/W4403435562","https://openalex.org/W4405898821","https://openalex.org/W6959174278"],"related_works":["https://openalex.org/W4367313141","https://openalex.org/W2348837382","https://openalex.org/W4283374591","https://openalex.org/W2004086023","https://openalex.org/W2733999579","https://openalex.org/W2110217573","https://openalex.org/W2910751785","https://openalex.org/W4390100400","https://openalex.org/W4366547507","https://openalex.org/W4362512700"],"abstract_inverted_index":{"BACKGROUND:":[0],"There":[1],"is":[2],"evidence":[3],"of":[4,7,19,96,138,219,250,272,280,306,313],"increased":[5,217,248],"risk":[6,218,249],"cognitive":[8,45,116,175,220,251,281,297],"disability":[9,46,117,176,221,252,282,298],"due":[10,145,253],"to":[11,91,146,254],"short":[12,41,113,156,212,255,273,294],"sleep":[13,42,114,157,213,256,274,295],"duration":[14,43,214,257,275],"and":[15,44,108,118,130,141,197,215,244,258,296,317],"adverse":[16],"Social":[17,200],"Determinants":[18],"Health":[20],"(SDoH).":[21],"To":[22],"determine":[23],"whether":[24],"spatial":[25,60,64,205],"associations":[26],"(correlation":[27],"between":[28,38,211,293],"spatially":[29],"distributed":[30],"variables":[31],"within":[32,76],"a":[33,59,63,88,208,277,310],"given":[34],"geographic":[35,315],"area)":[36],"exist":[37],"neighborhoods":[39],"with":[40,70],"across":[47,222,283],"the":[48,68,71,80,94,128,160,179,198,223,270,284,303,307],"United":[49],"States":[50],"(US)":[51],"after":[52,232,286],"adjusting":[53,134,287],"for":[54,93,105,135,189,288],"other":[55,119,190,289],"factors.":[56,121],"We":[57,82,122,187],"conducted":[58],"analysis":[61,90,206],"using":[62,87],"lag":[65],"model":[66],"at":[67,247],"neighborhood-level":[69,125],"census":[72,97],"tract":[73],"as":[74,276],"unit-of-analysis":[75],"each":[77],"state":[78],"in":[79,148,302],"US.":[81],"aggregated":[83],"our":[84],"results":[85],"nationally":[86],"weighted":[89],"adjust":[92],"number":[95],"tracts":[98],"per":[99,167],"state.":[100],"This":[101],"study":[102,268],"used":[103,123],"Centers":[104],"Disease":[106],"Control":[107],"Prevention":[109],"(CDC)":[110],"data":[111,126,149],"on":[112],"duration,":[115],"health":[120,139,322],"2021-2022":[124],"from":[127],"CDC":[129,161,180],"US":[131,224,285,308],"Census":[132],"Bureau":[133],"social":[136],"determinants":[137],"(SDoH)":[140],"demographics,":[142],"excluding":[143],"Florida":[144],"inconsistencies":[147],"availability.":[150],"Our":[151,171,267],"exposure":[152],"variable":[153],"was":[154,173,261,299],"self-reported":[155,174],"defined":[158,177],"by":[159,178],"(\"sleep":[162],"less":[163],"than":[164],"7":[165],"hours":[166],"24":[168],"hour":[169],"period\").":[170],"outcome":[172],"(\"difficulty":[181],"concentrating,":[182],"remembering,":[183],"or":[184],"making":[185],"decision\").":[186],"adjusted":[188],"factors":[191,319],"including":[192],"'health":[193],"outcomes',":[194],"'preventive":[195],"practices',":[196],"CDC's":[199],"Vulnerability":[201],"Index.":[202],"RESULTS:":[203],"The":[204,291],"revealed":[207],"significant":[209,262,278],"association":[210,292],"an":[216],"(estimate":[225],"range":[226],"[0.29;":[227],"1.27],":[228],"p":[229],"<":[230],"0.005)":[231],"adjustment.":[233],"Notably,":[234],"six":[235],"Western":[236,304],"states":[237],"(New":[238],"Mexico,":[239],"Alaska,":[240],"Arizona,":[241],"Nevada,":[242],"Idaho,":[243],"Oregon)":[245],"were":[246],"this":[259],"pattern":[260],"(p":[263],"=":[264],"0.007).":[265],"CONCLUSIONS:":[266],"highlights":[269],"importance":[271],"predictor":[279],"confounders.":[290],"especially":[300],"strong":[301],"region":[305],"providing":[309],"deeper":[311],"understanding":[312],"how":[314],"context":[316],"local":[318],"can":[320],"shape":[321],"outcomes.":[323]},"counts_by_year":[],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2025-10-10T00:00:00"}
