{"id":"https://openalex.org/W7138290504","doi":"https://doi.org/10.1109/access.2026.3674740","title":"IoMT-Based Proactive Approach for Detecting Stress in Physicians to Reduce Medical Errors","display_name":"IoMT-Based Proactive Approach for Detecting Stress in Physicians to Reduce Medical Errors","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7138290504","doi":"https://doi.org/10.1109/access.2026.3674740"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3674740","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674740","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2026.3674740","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129652495","display_name":"Moudy Sharaf Alsahreef","orcid":null},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Moudy Sharaf Alsahreef","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0009-0009-7232-8113","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078447154","display_name":"Manal Z. Alfahmi","orcid":"https://orcid.org/0000-0001-7024-2978"},"institutions":[{"id":"https://openalex.org/I4210157187","display_name":"King Abdullah Medical City","ror":"https://ror.org/054atdn20","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I4210157187"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Manal Alfahmi","raw_affiliation_strings":["King Abdullah Medical City, Makkah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-7024-2978","affiliations":[{"raw_affiliation_string":"King Abdullah Medical City, Makkah, Saudi Arabia","institution_ids":["https://openalex.org/I4210157187"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085054121","display_name":"Eaman Alharbi","orcid":"https://orcid.org/0000-0002-7970-3248"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Eaman Alharbi","raw_affiliation_strings":["Center of Research Excellence in Artificial Intelligence and Data Science, King Abdulaziz University, Jeddah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7970-3248","affiliations":[{"raw_affiliation_string":"Center of Research Excellence in Artificial Intelligence and Data Science, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037275700","display_name":"Janelle Jones","orcid":"https://orcid.org/0000-0002-0910-2404"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Janelle M. Jones","raw_affiliation_strings":["Centre for Brain and Behaviour, Department of Psychology, School of Biological and Behavioural Sciences, Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-0910-2404","affiliations":[{"raw_affiliation_string":"Centre for Brain and Behaviour, Department of Psychology, School of Biological and Behavioural Sciences, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020391366","display_name":"Mona Jaber","orcid":"https://orcid.org/0000-0002-0908-3207"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mona Jaber","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-0908-3207","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022863238","display_name":"Akram Alomainy","orcid":"https://orcid.org/0000-0002-5802-9194"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Akram Alomainy","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-5802-9194","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5129652495"],"corresponding_institution_ids":["https://openalex.org/I166337079"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55199881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"45934","last_page":"45947"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.357699990272522,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.357699990272522,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.08299999684095383,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10508","display_name":"Patient Safety and Medication Errors","score":0.06469999998807907,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"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/stress","display_name":"Stress (linguistics)","score":0.5202000141143799},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.3409999907016754},{"id":"https://openalex.org/keywords/medical-services","display_name":"Medical services","score":0.2969000041484833},{"id":"https://openalex.org/keywords/medical-treatment","display_name":"Medical treatment","score":0.2734000086784363}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5455999970436096},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5202000141143799},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.3409999907016754},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.33889999985694885},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3070000112056732},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.30250000953674316},{"id":"https://openalex.org/C3018075012","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Medical services","level":3,"score":0.2969000041484833},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2800999879837036},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2736999988555908},{"id":"https://openalex.org/C2982822547","wikidata":"https://www.wikidata.org/wiki/Q179661","display_name":"Medical treatment","level":2,"score":0.2734000086784363}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3674740","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674740","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bd1753d24249471eabe6e93df9ea8fd5","is_oa":true,"landing_page_url":"https://doaj.org/article/bd1753d24249471eabe6e93df9ea8fd5","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 14, Pp 45934-45947 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3674740","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674740","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Medical":[0,117],"errors,":[1],"often":[2],"caused":[3],"by":[4,100,127],"prolonged":[5],"stress,":[6],"remain":[7],"a":[8,17,54,136],"critical":[9],"threat":[10],"to":[11,82],"patient":[12],"safety.":[13],"This":[14,122],"study":[15],"introduces":[16],"novel,":[18],"lightweight":[19],"method":[20],"for":[21,112,141],"early":[22],"stress":[23],"detection":[24],"in":[25,39,74,114,120],"physicians":[26],"using":[27,44],"heart":[28],"rate":[29],"variability":[30],"data":[31,72],"from":[32,41],"the":[33,61,94,125],"PARFAIT":[34],"dataset,":[35],"which":[36],"was":[37],"collected":[38],"situ":[40],"healthcare":[42],"professionals":[43],"non-invasive":[45],"wearable":[46],"sensors.":[47],"Unlike":[48],"prior":[49],"models,":[50],"our":[51],"approach":[52],"incorporates":[53],"domain-informed":[55],"cost-sensitive":[56],"loss":[57],"function":[58],"that":[59],"prioritizes":[60],"avoidance":[62],"of":[63,97,116],"high-risk":[64],"misclassifications":[65],"based":[66],"on":[67],"clinical":[68,133],"impact.":[69],"To":[70],"overcome":[71],"scarcity":[73],"real-world":[75],"medical":[76,144],"settings,":[77],"we":[78],"employ":[79],"transfer":[80],"learning":[81,130],"enhance":[83],"generalization":[84],"across":[85],"datasets.":[86],"The":[87],"model":[88],"achieves":[89],"98.1%":[90],"accuracy":[91],"while":[92],"reducing":[93,142],"projected":[95],"cost":[96],"stress-related":[98],"misclassification":[99],"more":[101],"than":[102],"50%.":[103],"Its":[104],"unobtrusive,":[105],"real-time":[106],"design":[107],"makes":[108],"it":[109],"particularly":[110],"suitable":[111],"deployment":[113],"Internet":[115],"Things":[118],"systems":[119],"hospitals.":[121],"work":[123],"advances":[124],"field":[126],"aligning":[128],"machine":[129],"objectives":[131],"with":[132],"priorities,":[134],"offering":[135],"practical":[137],"and":[138],"scalable":[139],"solution":[140],"stress-induced":[143],"errors.":[145]},"counts_by_year":[],"updated_date":"2026-03-31T06:02:25.137627","created_date":"2026-03-18T00:00:00"}
