{"id":"https://openalex.org/W4281760740","doi":"https://doi.org/10.3233/shti220191","title":"Predicting Objective Performance Using Perceived Cognitive Workload Data in Healthcare Professionals: A Machine Learning Study","display_name":"Predicting Objective Performance Using Perceived Cognitive Workload Data in Healthcare Professionals: A Machine Learning Study","publication_year":2022,"publication_date":"2022-06-06","ids":{"openalex":"https://openalex.org/W4281760740","doi":"https://doi.org/10.3233/shti220191","pmid":"https://pubmed.ncbi.nlm.nih.gov/35673130"},"language":"en","primary_location":{"id":"doi:10.3233/shti220191","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220191","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220191","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220191","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022495669","display_name":"Karthik Adapa","orcid":"https://orcid.org/0000-0002-3970-588X"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]},{"id":"https://openalex.org/I1333535994","display_name":"University of North Carolina Health Care","ror":"https://ror.org/00qz24g20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1333535994"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Karthik Adapa","raw_affiliation_strings":["Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA","Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]},{"raw_affiliation_string":"Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063020021","display_name":"Malvika Pillai","orcid":"https://orcid.org/0000-0001-8739-189X"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]},{"id":"https://openalex.org/I1333535994","display_name":"University of North Carolina Health Care","ror":"https://ror.org/00qz24g20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1333535994"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Malvika Pillai","raw_affiliation_strings":["Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103460162","display_name":"Shiva K. Das","orcid":null},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]},{"id":"https://openalex.org/I1333535994","display_name":"University of North Carolina Health Care","ror":"https://ror.org/00qz24g20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1333535994"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiva Das","raw_affiliation_strings":["Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006040147","display_name":"Prithima Mosaly","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prithima Mosaly","raw_affiliation_strings":["Ben Allegretti Consulting, Inc., Stafford, Virginia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ben Allegretti Consulting, Inc., Stafford, Virginia, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077622006","display_name":"\u0141ukasz Mazur","orcid":"https://orcid.org/0000-0001-9793-7999"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]},{"id":"https://openalex.org/I1333535994","display_name":"University of North Carolina Health Care","ror":"https://ror.org/00qz24g20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1333535994"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lukasz Mazur","raw_affiliation_strings":["Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA","Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carolina Health Informatics Program, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]},{"raw_affiliation_string":"Department of Radiation Oncology, School of Medicine, UNC-Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I1333535994","https://openalex.org/I114027177"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5022495669"],"corresponding_institution_ids":["https://openalex.org/I114027177","https://openalex.org/I1333535994"],"apc_list":null,"apc_paid":null,"fwci":3.8924,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95322466,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"290","issue":null,"first_page":"809","last_page":"813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9753000140190125,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9753000140190125,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10809","display_name":"Occupational Health and Safety Research","score":0.9182999730110168,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"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/workload","display_name":"Workload","score":0.8038325905799866},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6318396925926208},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5767121315002441},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5638676881790161},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.551697313785553},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.5514248609542847},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5392609238624573},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5319008827209473},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4848366975784302},{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.4423682987689972},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33390122652053833},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20568513870239258},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15007635951042175}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.8038325905799866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6318396925926208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5767121315002441},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5638676881790161},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.551697313785553},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.5514248609542847},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5392609238624573},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5319008827209473},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4848366975784302},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.4423682987689972},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33390122652053833},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20568513870239258},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15007635951042175},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","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":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013647","descriptor_name":"Task Performance and Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D016526","descriptor_name":"Workload","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220191","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220191","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220191","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35673130","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35673130","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti220191","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220191","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220191","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281760740.pdf","grobid_xml":"https://content.openalex.org/works/W4281760740.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1996523702","https://openalex.org/W2000776865","https://openalex.org/W2066295411","https://openalex.org/W2096049976","https://openalex.org/W2148143831","https://openalex.org/W2154776925","https://openalex.org/W2154915618","https://openalex.org/W2266269037","https://openalex.org/W2621167913","https://openalex.org/W2930027264","https://openalex.org/W2969674096","https://openalex.org/W3045463308","https://openalex.org/W3090649337","https://openalex.org/W3091506585","https://openalex.org/W3104887532","https://openalex.org/W3112632867","https://openalex.org/W4245990317"],"related_works":["https://openalex.org/W2397677514","https://openalex.org/W1495820741","https://openalex.org/W2914293784","https://openalex.org/W4323056170","https://openalex.org/W2138729887","https://openalex.org/W2401910071","https://openalex.org/W2126732312","https://openalex.org/W4302329558","https://openalex.org/W1971571384","https://openalex.org/W2229314870"],"abstract_inverted_index":{"Cognitive":[0],"Workload":[1],"(CWL)":[2],"is":[3],"a":[4,57,68,131],"fundamental":[5],"concept":[6],"in":[7,50,108,118],"predicting":[8,51],"healthcare":[9],"professionals'":[10],"(HCPs)":[11],"objective":[12,53,84,97,148],"performance.":[13,54,85,149],"The":[14,86],"study":[15,87],"aims":[16],"to":[17,77,145],"compare":[18],"the":[19,22,30],"accuracy":[20],"of":[21,29,48,71,96,143],"classical":[23,91],"model":[24],"(utilizes":[25],"all":[26],"six":[27],"dimensions":[28,47],"National":[31],"Aeronautics":[32],"and":[33,40,66,82,113,115,140],"Space":[34],"Administration":[35],"Task":[36],"Load":[37],"Index":[38],"(NASA-TLX))":[39],"novel":[41,100],"models":[42,81,92],"(utilize":[43],"four":[44],"or":[45],"five":[46],"NASA-TLX)":[49],"HCPs'":[52,147],"We":[55],"use":[56],"dataset":[58],"from":[59],"our":[60],"previous":[61],"human":[62,111],"factors":[63,112],"research":[64,107],"studies":[65,135],"apply":[67],"broad":[69],"selection":[70],"supervised":[72],"machine":[73],"learning":[74],"classification":[75],"techniques":[76],"develop":[78],"data-driven":[79],"computational":[80],"predict":[83,146],"findings":[88],"confirm":[89],"that":[90],"are":[93,128],"better":[94],"predictors":[95],"performance":[98],"than":[99],"models.":[101],"This":[102],"has":[103],"practical":[104],"implications":[105],"for":[106],"health":[109],"informatics,":[110],"ergonomics,":[114],"human-computer":[116],"interaction":[117],"healthcare.":[119],"Findings,":[120],"although":[121],"promising,":[122],"cannot":[123],"be":[124],"generalized":[125],"as":[126],"they":[127],"based":[129],"on":[130],"small":[132],"dataset.":[133],"Future":[134],"may":[136],"investigate":[137],"additional":[138],"subjective":[139],"physiological":[141],"measures":[142],"CWL":[144]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}