{"id":"https://openalex.org/W4405774801","doi":"https://doi.org/10.21203/rs.3.rs-5624577/v1","title":"A method for estimating neck circumference using ubiquitous health variables for sleep apnea screening","display_name":"A method for estimating neck circumference using ubiquitous health variables for sleep apnea screening","publication_year":2024,"publication_date":"2024-12-25","ids":{"openalex":"https://openalex.org/W4405774801","doi":"https://doi.org/10.21203/rs.3.rs-5624577/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-5624577/v1","doi":"https://doi.org/10.21203/rs.3.rs-5624577/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5624577/v1","pdf_url":"https://www.researchsquare.com/article/rs-5624577/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.researchsquare.com/article/rs-5624577/latest.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065041891","display_name":"Felipe X. Cepeda","orcid":"https://orcid.org/0000-0003-1544-3499","observed_orcids":["https://orcid.org/0000-0003-1544-3499"]},"institutions":[{"id":"https://openalex.org/I4210161640","display_name":"Samsung (Brazil)","ror":"https://ror.org/052a20h63","country_code":"BR","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210161640"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Felipe Xerez Cepeda","raw_affiliation_strings":["Samsung (Brazil)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung (Brazil)","institution_ids":["https://openalex.org/I4210161640"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070821311","display_name":"Guilherme da Silva Ferreira","orcid":"https://orcid.org/0000-0001-7125-441X","observed_orcids":["https://orcid.org/0000-0001-7125-441X"]},"institutions":[{"id":"https://openalex.org/I4210161640","display_name":"Samsung (Brazil)","ror":"https://ror.org/052a20h63","country_code":"BR","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210161640"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme da Silva Ferreira","raw_affiliation_strings":["Samsung (Brazil)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung (Brazil)","institution_ids":["https://openalex.org/I4210161640"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004183326","display_name":"Douglas De Rizzo Meneghetti","orcid":"https://orcid.org/0000-0002-0478-467X","observed_orcids":["https://orcid.org/0000-0002-0478-467X"]},"institutions":[{"id":"https://openalex.org/I4210161640","display_name":"Samsung (Brazil)","ror":"https://ror.org/052a20h63","country_code":"BR","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210161640"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Douglas De Rizzo Meneghetti","raw_affiliation_strings":["Samsung (Brazil)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung (Brazil)","institution_ids":["https://openalex.org/I4210161640"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111796944","display_name":"Rog\u00e9rio Santos\u2010Silva","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210161640","display_name":"Samsung (Brazil)","ror":"https://ror.org/052a20h63","country_code":"BR","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210161640"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rogerio Santos-Silva","raw_affiliation_strings":["Samsung (Brazil)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung (Brazil)","institution_ids":["https://openalex.org/I4210161640"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210161640"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology (medical)"},"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/T10234","display_name":"Obstructive Sleep Apnea Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology (medical)"},"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/T10316","display_name":"Sleep and related disorders","score":0.0,"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/T10143","display_name":"Chronic Obstructive Pulmonary Disease (COPD) Research","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/obstructive-sleep-apnea","display_name":"obstructive sleep apnea","score":0.9599999785423279},{"id":"https://openalex.org/keywords/sleep-apnea-screening","display_name":"sleep apnea screening","score":0.859000027179718},{"id":"https://openalex.org/keywords/body-mass-index","display_name":"body mass index","score":0.9559999704360962},{"id":"https://openalex.org/keywords/snoring","display_name":"snoring","score":0.7760000228881836},{"id":"https://openalex.org/keywords/linear-regression","display_name":"linear regression","score":0.7009999752044678},{"id":"https://openalex.org/keywords/permutation-feature-importance","display_name":"permutation importance","score":0.7960000038146973},{"id":"https://openalex.org/keywords/osa-risk-prediction","display_name":"OSA risk prediction","score":0.7200000286102295}],"concepts":[{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.6219531297683716},{"id":"https://openalex.org/C166504685","wikidata":"https://www.wikidata.org/wiki/Q843905","display_name":"Circumference","level":2,"score":0.573049008846283},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4921826422214508},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.45978501439094543},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.45460623502731323},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4134332239627838},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.36789369583129883},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34355461597442627},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.33876511454582214},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3214165270328522},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.30989599227905273},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1739991009235382},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.06210574507713318},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-5624577/v1","doi":"https://doi.org/10.21203/rs.3.rs-5624577/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5624577/v1","pdf_url":"https://www.researchsquare.com/article/rs-5624577/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-5624577/v1","doi":"https://doi.org/10.21203/rs.3.rs-5624577/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-5624577/v1","pdf_url":"https://www.researchsquare.com/article/rs-5624577/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":1.0,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405774801.pdf","grobid_xml":"https://content.openalex.org/works/W4405774801.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3166614537","https://openalex.org/W20368930","https://openalex.org/W4308560702","https://openalex.org/W3013387571","https://openalex.org/W2951880515","https://openalex.org/W1886704206","https://openalex.org/W2352134036","https://openalex.org/W7127565744","https://openalex.org/W2779915530","https://openalex.org/W1981691121"],"abstract_inverted_index":{"Abstract":[0],"Obstructive":[1],"sleep":[2],"apnea":[3],"(OSA)":[4],"is":[5,220],"a":[6,16,36],"prevalent":[7],"condition":[8],"that":[9],"frequently":[10],"goes":[11],"undiagnosed.":[12],"NoSAS":[13,44,195],"Score":[14],"provides":[15],"straightforward":[17],"approach":[18],"for":[19,161,173,207],"rapid":[20],"and":[21,108,118,127,137,155],"accurate":[22],"OSA":[23,215],"screening,":[24],"although":[25],"it":[26],"requires":[27],"measuring":[28],"neck":[29],"circumference":[30],"(NC).":[31],"We":[32],"aimed":[33],"to":[34,40,165,213],"develop":[35],"linear":[37,84],"regression":[38,85],"model":[39,206],"estimate":[41],"NC":[42,72,188,208,218],"using":[43],"variables.":[45],"3,109":[46],"subjects":[47],"from":[48],"the":[49,111,129,170,192],"Sleep":[50],"Health":[51],"Heart":[52],"Study":[53],"database":[54],"were":[55,87,132],"included":[56,110],"(56%":[57],"man;":[58],"62":[59],"\u00b1":[60,69,75],"10":[61],"years;":[62],"body":[63],"mass":[64],"index":[65,79],"[BMI]":[66],"=":[67,73,80,146,153,157,177],"28.6":[68],"4.8":[70,76],"kg/m2;":[71],"38.5":[74],"cm;":[77],"apnea-hypopnea":[78],"14.5).":[81],"Four":[82],"multiple":[83],"models":[86,116],"developed:":[88],"1)":[89],"Age,":[90,95],"BMI,":[91],"sex,":[92,98],"snoring;":[93,99],"2)":[94],"height,":[96],"weight,":[97],"3)":[100],"Sex,":[101,104],"BMI;":[102],"4)":[103],"weight.":[105],"Models":[106],"3":[107,142],"4":[109],"most":[112],"significant":[113],"variables":[114],"of":[115,186,194,202],"1":[117],"2,":[119],"identified":[120],"through":[121],"permutation":[122],"feature":[123],"importance.":[124],"For":[125],"fitting":[126],"evaluating":[128],"models,":[130],"participants":[131],"allocated":[133],"into":[134],"training/validation":[135],"(80%)":[136],"testing":[138],"(20%)":[139],"sets.":[140],"Model":[141],"(mean":[143],"absolute":[144,150],"error":[145,152],"1.72":[147],"cm,":[148],"mean":[149],"percentage":[151],"4.49%,":[154],"R2":[156],"0.72)":[158],"was":[159],"selected":[160],"further":[162],"evaluation":[163],"due":[164],"its":[166],"simplicity,":[167],"resulting":[168],"in":[169,196],"following":[171],"formula":[172],"estimated":[174],"NC:":[175],"eNC":[176,184],"22.9":[178],"+":[179,181],"0.438\u00d7BMI":[180],"5.435\u00d7Male.":[182],"Using":[183],"instead":[185],"true":[187],"did":[189],"not":[190],"reduce":[191],"performance":[193],"identifying":[197],"individuals":[198],"at":[199],"high":[200],"risk":[201,216],"OSA.":[203],"The":[204],"presented":[205],"estimation":[209],"can":[210],"be":[211],"utilized":[212],"assess":[214],"when":[217],"measurement":[219],"unavailable.":[221]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2024-12-25T00:00:00"}