{"id":"https://openalex.org/W4205702388","doi":"https://doi.org/10.3233/shti210894","title":"User-Based Evaluation of a Data-Driven Medical Education Platform","display_name":"User-Based Evaluation of a Data-Driven Medical Education Platform","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4205702388","doi":"https://doi.org/10.3233/shti210894","pmid":"https://pubmed.ncbi.nlm.nih.gov/35062127"},"language":"en","primary_location":{"id":"doi:10.3233/shti210894","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210894","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210894","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":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210894","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Dimitrios Zikos","orcid":null},"institutions":[{"id":"https://openalex.org/I1629065","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266","country_code":"US","type":"education","lineage":["https://openalex.org/I1629065"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitrios Zikos","raw_affiliation_strings":["Central Michigan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Michigan University","institution_ids":["https://openalex.org/I1629065"]}]},{"author_position":"last","author":{"id":null,"display_name":"Cassie E. Sprague","orcid":null},"institutions":[{"id":"https://openalex.org/I1629065","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266","country_code":"US","type":"education","lineage":["https://openalex.org/I1629065"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cassie E. Sprague","raw_affiliation_strings":["Central Michigan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Michigan University","institution_ids":["https://openalex.org/I1629065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1629065"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01582278,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"289","issue":null,"first_page":"200","last_page":"203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11238","display_name":"Simulation-Based Education in Healthcare","score":0.22499999403953552,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11238","display_name":"Simulation-Based Education in Healthcare","score":0.22499999403953552,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10254","display_name":"Innovations in Medical Education","score":0.16899999976158142,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.12999999523162842,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.7580999732017517},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.421999990940094},{"id":"https://openalex.org/keywords/medical-practice","display_name":"Medical practice","score":0.4041999876499176},{"id":"https://openalex.org/keywords/clinical-practice","display_name":"Clinical Practice","score":0.38749998807907104},{"id":"https://openalex.org/keywords/simulated-patient","display_name":"Simulated patient","score":0.35850000381469727},{"id":"https://openalex.org/keywords/medical-school","display_name":"Medical school","score":0.35409998893737793},{"id":"https://openalex.org/keywords/online-assessment","display_name":"Online assessment","score":0.31709998846054077}],"concepts":[{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.7580999732017517},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.6823999881744385},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4593999981880188},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.421999990940094},{"id":"https://openalex.org/C2993312423","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medical practice","level":2,"score":0.4041999876499176},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.38749998807907104},{"id":"https://openalex.org/C80059220","wikidata":"https://www.wikidata.org/wiki/Q7521302","display_name":"Simulated patient","level":2,"score":0.35850000381469727},{"id":"https://openalex.org/C2993838110","wikidata":"https://www.wikidata.org/wiki/Q494230","display_name":"Medical school","level":2,"score":0.35409998893737793},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35269999504089355},{"id":"https://openalex.org/C178823583","wikidata":"https://www.wikidata.org/wiki/Q3269883","display_name":"Online assessment","level":3,"score":0.31709998846054077},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2957000136375427},{"id":"https://openalex.org/C2776141643","wikidata":"https://www.wikidata.org/wiki/Q5133820","display_name":"Clinical clerkship","level":3,"score":0.2955000102519989},{"id":"https://openalex.org/C2984567223","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"E learning","level":3,"score":0.27480000257492065},{"id":"https://openalex.org/C22156102","wikidata":"https://www.wikidata.org/wiki/Q5341294","display_name":"Educational measurement","level":3,"score":0.27320000529289246},{"id":"https://openalex.org/C65067816","wikidata":"https://www.wikidata.org/wiki/Q2295139","display_name":"Computer-assisted web interviewing","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C3018395757","wikidata":"https://www.wikidata.org/wiki/Q1379672","display_name":"Evaluation methods","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.257099986076355}],"mesh":[{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002983","descriptor_name":"Clinical Competence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005246","descriptor_name":"Feedback","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":"D013337","descriptor_name":"Students, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013337","descriptor_name":"Students, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013337","descriptor_name":"Students, Medical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti210894","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210894","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210894","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:35062127","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35062127","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/shti210894","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210894","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210894","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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205702388.pdf","grobid_xml":"https://content.openalex.org/works/W4205702388.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W2058669377"],"related_works":[],"abstract_inverted_index":{"TrainCoMorb":[0],"is":[1,26,118],"an":[2,70],"online":[3,71],"data-driven":[4,57,91,105],"training":[5],"platform":[6,39],"for":[7,21,125],"medical":[8,60,92],"students":[9],"and":[10,17,44,68,84,87,101,111,131],"residents":[11,61,74],"who":[12],"can":[13],"practice":[14],"recognizing":[15],"comorbidities":[16],"their":[18,45],"attributable":[19],"risk":[20],"negative":[22],"hospital":[23],"outcomes.":[24],"This":[25],"a":[27,64,122],"subsequent":[28],"cross-sectional":[29],"evaluation":[30,66,134],"study":[31,135],"designed":[32],"to":[33,120],"examine":[34],"four":[35,77],"dimensions":[36,79,113],"of":[37,90,128],"the":[38,76,108,126],"(navigation,":[40],"usefulness,":[41],"validity,":[42],"features)":[43],"association":[46],"with":[47,80,97,114],"external":[48],"factors":[49],"(age,":[50],"experience":[51],"in":[52,63],"simulation":[53,99],"systems,":[54,100],"opinion":[55],"about":[56,104],"education).":[58],"Eighteen":[59],"participated":[62],"scenario-based":[65],"session":[67],"completed":[69],"survey.":[72],"The":[73],"evaluated":[75,107],"composite":[78],"scores":[81],"between":[82],"3.77":[83],"4.15":[85],"(5-scale)":[86],"thought":[88],"highly":[89],"education.":[93],"Those":[94],"more":[95,102],"familiar":[96],"clinical":[98],"positive":[103,137],"education,":[106],"\"usefulness\",":[109],"\"validity\",":[110],"\"features\"":[112],"higher":[115],"scores.":[116],"TrainComorb":[117],"intended":[119,144],"be":[121],"supplementary":[123],"tool":[124],"education":[127],"future":[129],"physicians,":[130],"this":[132],"user-based":[133],"provided":[136],"feedback":[138],"that":[139],"it":[140],"could":[141],"serve":[142],"its":[143],"scope.":[145]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-01-26T00:00:00"}