{"id":"https://openalex.org/W7225751537","doi":"https://doi.org/10.12688/f1000research.193084.1","title":"Digital Health Engagement: Use of Wearable Monitoring Devices among Adults in Saudi Arabia","display_name":"Digital Health Engagement: Use of Wearable Monitoring Devices among Adults in Saudi Arabia","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225751537","doi":"https://doi.org/10.12688/f1000research.193084.1"},"language":"en","primary_location":{"id":"doi:10.12688/f1000research.193084.1","doi":"https://doi.org/10.12688/f1000research.193084.1","is_oa":true,"landing_page_url":"https://doi.org/10.12688/f1000research.193084.1","pdf_url":null,"source":{"id":"https://openalex.org/S4210239046","display_name":"F1000Research","issn_l":"2046-1402","issn":["2046-1402"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320357","host_organization_name":"Faculty of 1000","host_organization_lineage":["https://openalex.org/P4310320357","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Faculty of 1000","Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"F1000Research","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.12688/f1000research.193084.1","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005872433","display_name":"Manal Ibrahim Hanafi Mahmoud","orcid":"https://orcid.org/0000-0001-5451-6924","observed_orcids":["https://orcid.org/0000-0001-5451-6924"]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Manal Ibrahim Hanafi Mahmoud","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161392048","display_name":"Maan Mohammed Awadh Bazuhair","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Maan Mohammed Awadh Bazuhair","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147775857","display_name":"Talal Taiseer Aljuhani","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Talal Taiseer Aljuhani","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161404917","display_name":"Basel Jehad Alshawi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Basel Jehad Alshawi","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161385226","display_name":"Yahya Abdullah Alghamdi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Yahya Abdullah Alghamdi","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161392805","display_name":"Yazeed Kader Almhgadi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Yazeed Kader Almhgadi","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093681851","display_name":"Jude Tareq Badawi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Jude Tareq Badawi","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070997600","display_name":"Asmaa Abdel Nasser","orcid":"https://orcid.org/0000-0002-1276-5014","observed_orcids":["https://orcid.org/0000-0002-1276-5014"]},"institutions":[{"id":"https://openalex.org/I114794399","display_name":"Suez Canal University","ror":"https://ror.org/02m82p074","country_code":"EG","type":"education","lineage":["https://openalex.org/I114794399"]},{"id":"https://openalex.org/I2802668928","display_name":"Ibn Sina National College for Medical Studies","ror":"https://ror.org/0332xca13","country_code":"SA","type":"education","lineage":["https://openalex.org/I2802668928"]}],"countries":["EG","SA"],"is_corresponding":true,"raw_author_name":"Asmaa Abdelnasser","raw_affiliation_strings":["Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","Medical Education Department, Faculty of Medicine Ismailia Suez canal University"],"raw_orcid":"https://orcid.org/0000-0002-1276-5014","affiliations":[{"raw_affiliation_string":"Jeddah Makkah Province Ibn Sina National College for Medical Studies Medicine Program","institution_ids":["https://openalex.org/I2802668928"]},{"raw_affiliation_string":"Medical Education Department, Faculty of Medicine Ismailia Suez canal University","institution_ids":["https://openalex.org/I114794399"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070997600"],"corresponding_institution_ids":["https://openalex.org/I114794399","https://openalex.org/I2802668928"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"1880","last_page":"1880"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T14416","display_name":"Health, Technology, Consumer Behavior","score":0.00860000029206276,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.00430000014603138,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.763700008392334},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7159000039100647},{"id":"https://openalex.org/C147077947","wikidata":"https://www.wikidata.org/wiki/Q1515895","display_name":"Socioeconomic status","level":3,"score":0.5874999761581421},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.539900004863739},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.5022000074386597},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.4562000036239624},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.4293999969959259},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.4189000129699707},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.39160001277923584},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.3643999993801117},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.34470000863075256},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.34389999508857727},{"id":"https://openalex.org/C65067816","wikidata":"https://www.wikidata.org/wiki/Q2295139","display_name":"Computer-assisted web interviewing","level":2,"score":0.3149999976158142},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C142052008","wikidata":"https://www.wikidata.org/wiki/Q954027","display_name":"Cross-sectional study","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C113807197","wikidata":"https://www.wikidata.org/wiki/Q60894","display_name":"Health education","level":3,"score":0.28540000319480896},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.2849999964237213},{"id":"https://openalex.org/C52207206","wikidata":"https://www.wikidata.org/wiki/Q1773974","display_name":"Preventive healthcare","level":3,"score":0.2759999930858612}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.12688/f1000research.193084.1","doi":"https://doi.org/10.12688/f1000research.193084.1","is_oa":true,"landing_page_url":"https://doi.org/10.12688/f1000research.193084.1","pdf_url":null,"source":{"id":"https://openalex.org/S4210239046","display_name":"F1000Research","issn_l":"2046-1402","issn":["2046-1402"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320357","host_organization_name":"Faculty of 1000","host_organization_lineage":["https://openalex.org/P4310320357","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Faculty of 1000","Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"F1000Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.12688/f1000research.193084.1","doi":"https://doi.org/10.12688/f1000research.193084.1","is_oa":true,"landing_page_url":"https://doi.org/10.12688/f1000research.193084.1","pdf_url":null,"source":{"id":"https://openalex.org/S4210239046","display_name":"F1000Research","issn_l":"2046-1402","issn":["2046-1402"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320357","host_organization_name":"Faculty of 1000","host_organization_lineage":["https://openalex.org/P4310320357","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Faculty of 1000","Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"F1000Research","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1791587663","https://openalex.org/W1860620008","https://openalex.org/W2220182234","https://openalex.org/W2237663819","https://openalex.org/W2254170564","https://openalex.org/W2266982813","https://openalex.org/W2298738729","https://openalex.org/W2530450109","https://openalex.org/W2762689525","https://openalex.org/W2774808489","https://openalex.org/W2775576072","https://openalex.org/W2972869264","https://openalex.org/W3005348902","https://openalex.org/W3122947385","https://openalex.org/W7221454843"],"related_works":[],"abstract_inverted_index":{"Background":[0],"Wearable":[1],"health":[2,11,17,22,110,279,289,296,317],"monitoring":[3,15,229],"devices":[4,217],"(WHMDs)":[5],"are":[6],"increasingly":[7],"incorporated":[8],"into":[9],"digital":[10,28,284,295],"ecosystems,":[12],"enabling":[13],"continuous":[14],"of":[16,96,106,143,161,226,253,315],"indicators":[18],"and":[19,47,58,65,104,113,121,165,197,219,246,286,301],"encouraging":[20],"preventive":[21,109,198,288],"behaviors.":[23],"Despite":[24],"Saudi":[25,56,82],"Arabia\u2019s":[26],"rapid":[27],"transformation":[29],"under":[30],"Vision":[31],"2030,":[32],"evidence":[33],"on":[34],"public":[35],"engagement":[36],"with":[37,62,175,262,277,306],"wearable":[38,316],"technologies":[39],"remains":[40],"limited.":[41],"This":[42],"study":[43],"assessed":[44,92],"knowledge,":[45,280],"attitudes,":[46,108],"practices":[48],"(KAP)":[49],"related":[50],"to":[51,155,293],"WHMDs":[52,147],"among":[53,74],"adults":[54,76],"in":[55,81],"Arabia":[57],"identified":[59,238],"factors":[60],"associated":[61,261,276],"their":[63],"adoption":[64,274,314],"use.":[66,148],"Methods":[67],"A":[68,84],"cross-sectional":[69],"online":[70],"survey":[71],"was":[72,134,222,230,259],"conducted":[73],"385":[75],"aged":[77],"18\u201360":[78],"years":[79],"residing":[80],"Arabia.":[83],"validated":[85],"self-administered":[86],"questionnaire":[87],"(Cronbach\u2019s":[88],"\u03b1":[89],"=":[90],"0.896)":[91],"sociodemographic":[93],"characteristics,":[94],"knowledge":[95,181],"WHMDs,":[97],"Technology":[98],"Acceptance":[99],"Model":[100],"constructs":[101],"(perceived":[102],"usefulness":[103],"ease":[105],"use),":[107],"practices,":[111],"barriers,":[112],"facilitators.":[114],"Descriptive":[115],"statistics,":[116],"chi-square":[117],"tests,":[118],"independent":[119],"t-tests,":[120],"multivariable":[122],"logistic":[123],"regression":[124,237],"analyses":[125],"were":[126,150,213],"performed":[127],"using":[128],"SPSS":[129],"version":[130],"28.":[131],"Acceptable":[132],"KAP":[133,264],"defined":[135],"as":[136,250],"a":[137],"score":[138],"\u2265":[139],"60%.":[140],"Results":[141],"45.2%":[142],"participants":[144],"reported":[145,223],"current":[146],"Users":[149],"significantly":[151,179],"younger,":[152],"more":[153,312],"likely":[154],"be":[156],"male,":[157],"employed,":[158],"university":[159,243],"educated,":[160],"higher":[162,180,247],"socioeconomic":[163,248],"status,":[164],"free":[166],"from":[167],"chronic":[168,257,307],"diseases":[169,308],"(all":[170,208],"p":[171,209,269],"<":[172,210,270],"0.05).":[173],"Compared":[174],"non-users,":[176],"users":[177],"demonstrated":[178],"(87.6":[182],"\u00b1":[183,187,191,195,202,206],"13.9":[184],"vs.":[185,193,204],"80.6":[186],"14.2),":[188],"attitude":[189],"(73.0":[190],"10.1":[192],"65.5":[194],"13.1),":[196],"practice":[199],"scores":[200],"(49.1":[201],"10.3":[203],"40.1":[205],"11.9)":[207],"0.001).":[211,271],"Smartwatches":[212],"most":[214],"commonly":[215],"used":[216],"(67.8%),":[218],"daily":[220],"use":[221,234],"by":[224],"54.6%":[225],"users.":[227],"Sleep":[228],"predominant":[231],"reason":[232],"for":[233,304],"(31.0%).":[235],"Logistic":[236],"male":[239],"sex,":[240],"younger":[241],"age,":[242],"education,":[244],"employment,":[245],"status":[249],"significant":[251],"predictors":[252],"acceptable":[254],"KAP,":[255],"whereas":[256],"disease":[258],"negatively":[260],"all":[263],"domains":[265],"(aOR":[266],"range:":[267],"0.38\u20130.45;":[268],"Conclusions":[272],"WHMD":[273],"is":[275],"greater":[278],"favorable":[281],"attitudes":[282],"toward":[283],"health,":[285],"stronger":[287],"practices.":[290],"Targeted":[291],"efforts":[292],"improve":[294],"literacy,":[297],"address":[298],"privacy":[299],"concerns,":[300],"enhance":[302],"accessibility":[303],"individuals":[305],"may":[309],"facilitate":[310],"broader,":[311],"equitable":[313],"technologies.":[318]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
