{"id":"https://openalex.org/W7225095601","doi":"https://doi.org/10.3389/fdgth.2026.1909166","title":"Exploring clinician preferences for visualizing wearable health data: insights from UK anesthesiologists and Mexican general practitioners","display_name":"Exploring clinician preferences for visualizing wearable health data: insights from UK anesthesiologists and Mexican general practitioners","publication_year":2026,"publication_date":"2026-11-02","ids":{"openalex":"https://openalex.org/W7225095601","doi":"https://doi.org/10.3389/fdgth.2026.1909166"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2026.1909166","doi":"https://doi.org/10.3389/fdgth.2026.1909166","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1909166","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1909166/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","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://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1909166/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016761609","display_name":"David Infante Sanchez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60002142","display_name":"Instituto Tecnol\u00f3gico de Morelia","ror":"https://ror.org/0433s0254","country_code":"MX","type":"education","lineage":["https://openalex.org/I1302736544","https://openalex.org/I4210090124","https://openalex.org/I4405258672","https://openalex.org/I60002142"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"David Infante Sanchez","raw_affiliation_strings":["Department of Electronic Engineering, Technological Institute of Morelia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Technological Institute of Morelia","institution_ids":["https://openalex.org/I60002142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073545442","display_name":"Aikaterini Bourazeri","orcid":"https://orcid.org/0000-0002-0258-7648","observed_orcids":["https://orcid.org/0000-0002-0258-7648"]},"institutions":[{"id":"https://openalex.org/I110002522","display_name":"University of Essex","ror":"https://ror.org/02nkf1q06","country_code":"GB","type":"education","lineage":["https://openalex.org/I110002522"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Aikaterini Bourazeri","raw_affiliation_strings":["School of Computer Science and Electronic Engineering, University of Essex"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Electronic Engineering, University of Essex","institution_ids":["https://openalex.org/I110002522"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5073545442"],"corresponding_institution_ids":["https://openalex.org/I110002522"],"apc_list":{"value":2550,"currency":"CHF","value_usd":3077},"apc_paid":{"value":2550,"currency":"CHF","value_usd":3077},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.86304645,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.510699987411499,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.510699987411499,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.4120999872684479,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10350","display_name":"Electronic Health Records Systems","score":0.047600001096725464,"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/clinician-preferences","display_name":"clinician preferences","score":0.7860000133514404},{"id":"https://openalex.org/keywords/data-visualization","display_name":"data visualization","score":0.8899999856948853},{"id":"https://openalex.org/keywords/anesthesiologists","display_name":"anesthesiologists","score":0.8330000042915344},{"id":"https://openalex.org/keywords/general-practitioners","display_name":"general practitioners","score":0.996999979019165},{"id":"https://openalex.org/keywords/temporal-granularity","display_name":"temporal granularity","score":0.7279999852180481},{"id":"https://openalex.org/keywords/physiological-monitoring","display_name":"physiological monitoring","score":0.5920000076293945},{"id":"https://openalex.org/keywords/behavioral-data","display_name":"behavioral data","score":0.6439999938011169},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.6330000162124634},{"id":"https://openalex.org/keywords/context-aware-visualization","display_name":"context-aware visualization","score":0.6200000047683716}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.779699981212616},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5795000195503235},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5335000157356262},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5009999871253967},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.4666000008583069},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.4246000051498413},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.41990000009536743},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3962000012397766},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.364300012588501},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3605000078678131},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3578000068664551},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.3562000095844269},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.33550000190734863},{"id":"https://openalex.org/C3019659195","wikidata":"https://www.wikidata.org/wiki/Q5690566","display_name":"Meaningful use","level":3,"score":0.30469998717308044},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29820001125335693},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C65067816","wikidata":"https://www.wikidata.org/wiki/Q2295139","display_name":"Computer-assisted web interviewing","level":2,"score":0.2939000129699707},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.27900001406669617},{"id":"https://openalex.org/C2989179672","wikidata":"https://www.wikidata.org/wiki/Q6806500","display_name":"Clinical decision making","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2599000036716461},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.25940001010894775},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.251800000667572},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3389/fdgth.2026.1909166","doi":"https://doi.org/10.3389/fdgth.2026.1909166","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1909166","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1909166/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:cf002139235545caac6164a5bbca51d7","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/cf002139235545caac6164a5bbca51d7","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 8 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2026.1909166","doi":"https://doi.org/10.3389/fdgth.2026.1909166","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1909166","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1909166/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225095601.pdf","grobid_xml":"https://content.openalex.org/works/W7225095601.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W1992538757","https://openalex.org/W2017756939","https://openalex.org/W2088943744","https://openalex.org/W2226817873","https://openalex.org/W2305278139","https://openalex.org/W2901463211","https://openalex.org/W2911993021","https://openalex.org/W3000776101","https://openalex.org/W3087846344","https://openalex.org/W3090979602","https://openalex.org/W3097166894","https://openalex.org/W3127340163","https://openalex.org/W3131698376","https://openalex.org/W3141017926","https://openalex.org/W3163763055","https://openalex.org/W3165594088","https://openalex.org/W3194519627","https://openalex.org/W3200078654","https://openalex.org/W3205560381","https://openalex.org/W3207192575","https://openalex.org/W4205218212","https://openalex.org/W4207033168","https://openalex.org/W4213023389","https://openalex.org/W4220971314","https://openalex.org/W4229080869","https://openalex.org/W4256522398","https://openalex.org/W4295776162","https://openalex.org/W4305071831","https://openalex.org/W4310376032","https://openalex.org/W4313824636","https://openalex.org/W4386476020","https://openalex.org/W4389083881","https://openalex.org/W4391699485","https://openalex.org/W4392168796","https://openalex.org/W4401402231","https://openalex.org/W4401405612","https://openalex.org/W4402024459","https://openalex.org/W4403040734","https://openalex.org/W4406790909","https://openalex.org/W4406985815","https://openalex.org/W4411847001"],"related_works":["https://openalex.org/W4386560595","https://openalex.org/W3109088148","https://openalex.org/W2786001640","https://openalex.org/W2431197738","https://openalex.org/W3200264389","https://openalex.org/W2164355149","https://openalex.org/W2543417387","https://openalex.org/W4383616720","https://openalex.org/W6889932851","https://openalex.org/W6888420702"],"abstract_inverted_index":{"Background":[0],"Wearable":[1],"Health":[2],"Monitoring":[3],"Systems":[4],"(WHMS)":[5],"have":[6],"the":[7,22,59,105,119,158,182],"potential":[8],"to":[9,53,82,239],"transform":[10],"clinical":[11,34,55,190,229,235,244],"decision-making":[12,245],"by":[13],"providing":[14,217],"real-time":[15],"physiological,":[16],"behavioral,":[17],"and":[18,24,51,67,90,94,99,108,121,146,189,213,216,246],"environmental":[19],"data.":[20,210],"However,":[21],"complexity":[23],"volume":[25],"of":[26,61],"these":[27],"multi-source,":[28],"multi-variable":[29],"datasets":[30],"present":[31],"challenges":[32],"for":[33,136,154,166,176,184,205,227],"interpretation.":[35,230],"Objective":[36],"This":[37],"study":[38],"examined":[39],"clinicians'":[40],"perspectives":[41],"on":[42,58,243],"how":[43],"multi-source":[44],"wearable":[45,208],"health":[46,209],"data":[47,84],"could":[48],"be":[49],"summarized":[50,144],"visualized":[52],"support":[54],"interpretation,":[56],"drawing":[57],"views":[60,165],"anesthesiologists":[62,117,162],"in":[63,71,118,129,233],"an":[64],"acute-care":[65],"setting":[66],"general":[68,126],"practitioners":[69,127],"involved":[70],"primary":[72],"care.":[73,248],"Methods":[74],"A":[75],"custom":[76],"WHMS":[77],"prototype,":[78],"PatientSense,":[79],"was":[80],"used":[81],"collect":[83],"from":[85,104],"participants":[86],"over":[87],"multiple":[88],"days":[89],"nights.":[91],"We":[92],"developed":[93,107],"presented":[95],"scatterplots,":[96],"histograms,":[97],"heatmaps,":[98],"icon-based":[100],"behavioral":[101,212],"summaries":[102,175],"derived":[103],"prototype":[106],"evaluated":[109],"them":[110],"through":[111],"one-on-one":[112],"semi-structured":[113],"interviews":[114],"with":[115,124,143],"four":[116],"UK":[120],"focus":[122],"groups":[123],"twenty-three":[125],"(GPs)":[128],"Mexico.":[130],"Results":[131],"Clinicians":[132,179],"expressed":[133],"a":[134,137],"preference":[135],"hierarchical":[138],"visualization":[139,199],"strategy":[140],"that":[141,196],"begins":[142],"trends":[145],"supports":[147],"drill-down":[148],"into":[149],"finer":[150],"temporal":[151,219],"detail.":[152],"Preferences":[153],"granularity":[155,220],"differed":[156],"between":[157],"two":[159],"clinician":[160],"groups:":[161],"favored":[163],"higher-frequency":[164],"interpreting":[167,206],"rapid":[168],"physiological":[169,214],"changes,":[170],"whereas":[171],"GPs":[172],"preferred":[173],"broader":[174],"longitudinal":[177],"monitoring.":[178],"also":[180],"highlighted":[181],"need":[183],"validation":[185],"across":[186],"diverse":[187],"populations":[188],"settings.":[191],"Conclusion":[192],"Clinician":[193],"feedback":[194],"indicated":[195],"context-aware,":[197],"adaptable":[198],"approaches":[200],"were":[201,221],"perceived":[202],"as":[203,223],"useful":[204],"multimodal":[207],"Integrating":[211],"signals":[215],"flexible":[218],"identified":[222],"important":[224],"design":[225],"requirements":[226],"supporting":[228],"Further":[231],"evaluation":[232],"real":[234],"settings":[236],"is":[237],"required":[238],"determine":[240],"their":[241],"effects":[242],"patient":[247]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2026-11-03T00:00:00"}
