{"id":"https://openalex.org/W4414272400","doi":"https://doi.org/10.1109/ichms65439.2025.11154274","title":"Detecting Nurse Burnout with Multi-Modal Large Language Models: A Feasibility Study","display_name":"Detecting Nurse Burnout with Multi-Modal Large Language Models: A Feasibility Study","publication_year":2025,"publication_date":"2025-05-26","ids":{"openalex":"https://openalex.org/W4414272400","doi":"https://doi.org/10.1109/ichms65439.2025.11154274"},"language":"en","primary_location":{"id":"doi:10.1109/ichms65439.2025.11154274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms65439.2025.11154274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 5th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5009071303","display_name":"Jing Luo","orcid":"https://orcid.org/0000-0002-8905-9388"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Luo","raw_affiliation_strings":["Beijing Normal University,Faculty of Psychology,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,Faculty of Psychology,Beijing,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yanzhi Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105182","display_name":"Zhuhai People's Hospital","ror":"https://ror.org/01k1x3b35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105182"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanzhi Duan","raw_affiliation_strings":["The Third People&#x0027;s Hospital of Zhuhai,Zhuhai,Guangdong,China"],"affiliations":[{"raw_affiliation_string":"The Third People&#x0027;s Hospital of Zhuhai,Zhuhai,Guangdong,China","institution_ids":["https://openalex.org/I4210105182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100606114","display_name":"Huiyu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyu Li","raw_affiliation_strings":["Beijing Normal University,Faculty of Psychology,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,Faculty of Psychology,Beijing,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021199300","display_name":"Ivan Liu","orcid":"https://orcid.org/0000-0001-8171-9356"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ivan Liu","raw_affiliation_strings":["Department of Psychology, Faculty of Arts and Sciences, Beijing Normal University,Zhuhai,Guangdong,China"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Faculty of Arts and Sciences, Beijing Normal University,Zhuhai,Guangdong,China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009071303"],"corresponding_institution_ids":["https://openalex.org/I25254941"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34753269,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"403","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12790","display_name":"Nursing Diagnosis and Documentation","score":0.8062000274658203,"subfield":{"id":"https://openalex.org/subfields/2910","display_name":"Issues, ethics and legal aspects"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12790","display_name":"Nursing Diagnosis and Documentation","score":0.8062000274658203,"subfield":{"id":"https://openalex.org/subfields/2910","display_name":"Issues, ethics and legal aspects"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/burnout","display_name":"Burnout","score":0.7699999809265137},{"id":"https://openalex.org/keywords/occupational-burnout","display_name":"Occupational burnout","score":0.4602999985218048},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.42820000648498535},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.42730000615119934},{"id":"https://openalex.org/keywords/occupational-stress","display_name":"Occupational stress","score":0.3700000047683716},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.32019999623298645}],"concepts":[{"id":"https://openalex.org/C143916079","wikidata":"https://www.wikidata.org/wiki/Q2629248","display_name":"Burnout","level":2,"score":0.7699999809265137},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6003999710083008},{"id":"https://openalex.org/C2780755674","wikidata":"https://www.wikidata.org/wiki/Q327988","display_name":"Occupational burnout","level":4,"score":0.4602999985218048},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.42820000648498535},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.42730000615119934},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4187000095844269},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.40369999408721924},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.3930000066757202},{"id":"https://openalex.org/C2776788475","wikidata":"https://www.wikidata.org/wiki/Q815298","display_name":"Occupational stress","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.31459999084472656},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2924000024795532},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2630999982357025},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichms65439.2025.11154274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichms65439.2025.11154274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 5th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Occupational":[0],"burnout":[1,23,76],"among":[2],"psychiatric":[3,58],"nurses":[4,59],"poses":[5],"a":[6,79],"significant":[7,70],"challenge":[8],"to":[9,21,108],"mental":[10],"healthcare":[11],"systems.":[12],"This":[13],"research":[14,101],"applies":[15],"Multi-modal":[16],"Large":[17],"Language":[18],"Models":[19],"(MLLMs)":[20],"assess":[22],"in":[24,48,64],"real-time":[25],"by":[26],"combining":[27],"data":[28],"from":[29],"facial":[30],"expressions,":[31],"speech,":[32],"and":[33,43,75,91],"text.":[34],"The":[35,67],"study":[36],"evaluates":[37],"the":[38,65,103,111],"effectiveness":[39],"of":[40,52,56,86,105],"sentiment":[41,73],"analysis":[42,74,90],"multi-modal":[44],"emotion":[45],"recognition":[46],"(MER)":[47],"detecting":[49],"early":[50],"signs":[51],"burnout.":[53],"A":[54],"total":[55],"93":[57],"(75.27":[60],"%":[61],"female)":[62],"participated":[63],"study.":[66],"results":[68],"revealed":[69],"correlations":[71],"between":[72],"labels,":[77],"with":[78],"chi-square":[80],"test":[81],"yielding":[82],"<tex":[83],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[84],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{p}$</tex>-values":[85],"0.039":[87],"for":[88,93],"image":[89],"0.001":[92],"word-based":[94],"analysis.":[95],"Despite":[96],"its":[97],"promising":[98],"results,":[99],"future":[100],"warrants":[102],"application":[104],"diverse":[106],"models":[107],"further":[109],"refine":[110],"system's":[112],"predictive":[113],"capabilities.":[114]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}