{"id":"https://openalex.org/W4405488656","doi":"https://doi.org/10.1109/embc53108.2024.10782414","title":"Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings","display_name":"Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488656","doi":"https://doi.org/10.1109/embc53108.2024.10782414","pmid":"https://pubmed.ncbi.nlm.nih.gov/40040038"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782414","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782414","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100567944","display_name":"Tiantian Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tiantian Feng","raw_affiliation_strings":["University of Southern California,Department of Computer Science,Los Angeles,CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California,Department of Computer Science,Los Angeles,CA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114034506","display_name":"Shrikanth Narayanan","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shrikanth Narayanan","raw_affiliation_strings":["University of Southern California,Department of Electrical Engineering,Los Angeles,CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California,Department of Electrical Engineering,Los Angeles,CA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":12.6131,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.98410029,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10795","display_name":"Healthcare professionals\u2019 stress and burnout","score":0.9925000071525574,"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/T10795","display_name":"Healthcare professionals\u2019 stress and burnout","score":0.9925000071525574,"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/T10168","display_name":"COVID-19 and Mental Health","score":0.9509000182151794,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T11519","display_name":"Digital Mental Health Interventions","score":0.9301000237464905,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/burnout","display_name":"Burnout","score":0.776974618434906},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6835453510284424},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6818246245384216},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5081279277801514},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.45442795753479004},{"id":"https://openalex.org/keywords/occupational-stress","display_name":"Occupational stress","score":0.44557052850723267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42417997121810913},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.4233900308609009},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.42257094383239746},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.32602643966674805},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.11824598908424377},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.09581854939460754},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.07958754897117615}],"concepts":[{"id":"https://openalex.org/C143916079","wikidata":"https://www.wikidata.org/wiki/Q2629248","display_name":"Burnout","level":2,"score":0.776974618434906},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6835453510284424},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6818246245384216},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5081279277801514},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.45442795753479004},{"id":"https://openalex.org/C2776788475","wikidata":"https://www.wikidata.org/wiki/Q815298","display_name":"Occupational stress","level":2,"score":0.44557052850723267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42417997121810913},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4233900308609009},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.42257094383239746},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.32602643966674805},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11824598908424377},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.09581854939460754},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.07958754897117615},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","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":"D002055","descriptor_name":"Burnout, Professional","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D002055","descriptor_name":"Burnout, Professional","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D002055","descriptor_name":"Burnout, Professional","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D007396","descriptor_name":"Internship and Residency","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007396","descriptor_name":"Internship and Residency","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007396","descriptor_name":"Internship and Residency","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007588","descriptor_name":"Job Satisfaction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007588","descriptor_name":"Job Satisfaction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782414","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782414","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40040038","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40040038","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.5600000023841858}],"awards":[],"funders":[{"id":"https://openalex.org/F4320312530","display_name":"Office of the Director of National Intelligence","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320333051","display_name":"Intelligence Advanced Research Projects Activity","ror":"https://ror.org/01v3fsc55"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1607171655","https://openalex.org/W1894490285","https://openalex.org/W1996299251","https://openalex.org/W2073163127","https://openalex.org/W2102806183","https://openalex.org/W2103261934","https://openalex.org/W2131368080","https://openalex.org/W2146618936","https://openalex.org/W2156567116","https://openalex.org/W2336489313","https://openalex.org/W2529735182","https://openalex.org/W2795423566","https://openalex.org/W2802769465","https://openalex.org/W2889442725","https://openalex.org/W2935937194","https://openalex.org/W2942640105","https://openalex.org/W2951160251","https://openalex.org/W2982337299","https://openalex.org/W2999615587","https://openalex.org/W3011735246","https://openalex.org/W3156670062","https://openalex.org/W4294052978","https://openalex.org/W4312048472"],"related_works":["https://openalex.org/W2605585963","https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W2091365074","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644"],"abstract_inverted_index":{"Medical":[0],"residency":[1,67,74],"training":[2,47],"is":[3],"often":[4],"associated":[5],"with":[6,116,149],"physically":[7],"intense":[8],"and":[9,35,113,133,155],"emotionally":[10],"demanding":[11],"tasks,":[12],"requiring":[13],"them":[14,44],"to":[15,29,40,60,72,137],"engage":[16],"in":[17,66,129,140],"extended":[18],"working":[19,127],"hours":[20],"providing":[21],"complex":[22],"clinical":[23],"care.":[24],"Residents":[25],"are":[26],"hence":[27],"susceptible":[28],"negative":[30],"psychological":[31],"effects,":[32],"including":[33],"stress":[34,65],"anxiety,":[36],"that":[37,123,146],"can":[38,56],"lead":[39],"decreased":[41],"well-being,":[42],"affecting":[43],"achieving":[45],"desired":[46],"outcomes.":[48],"Understanding":[49],"the":[50,58,62,81,110,114,141],"daily":[51],"behavioral":[52,83],"patterns":[53,84,132,148],"of":[54,64,85,92,118],"residents":[55,88,124],"guide":[57],"researchers":[59],"identify":[61,145],"source":[63],"training,":[68,94],"offering":[69],"unique":[70],"opportunities":[71],"improve":[73],"programs.":[75],"In":[76],"this":[77],"study,":[78],"we":[79,105,144],"investigate":[80],"workplace":[82],"43":[86],"medical":[87],"across":[89],"different":[90,138],"stages":[91],"their":[93,107],"using":[95],"longitudinal":[96],"wearable":[97],"recordings":[98],"collected":[99],"over":[100],"a":[101],"3-week":[102],"rotation.":[103],"Specifically,":[104],"explore":[106],"ambulatory":[108],"patterns,":[109],"computer":[111,134],"access,":[112],"interactions":[115],"mentors":[117],"residents.":[119],"Our":[120],"analysis":[121],"reveals":[122],"showed":[125],"distinct":[126],"behaviors":[128],"walking":[130],"movement":[131],"usage":[135],"compared":[136],"years":[139],"program.":[142],"Moreover,":[143],"interaction":[147],"mentoring":[150],"doctors":[151],"indicate":[152],"stress,":[153],"burnout,":[154],"job":[156],"satisfaction.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}