{"id":"https://openalex.org/W4410448315","doi":"https://doi.org/10.3233/shti250376","title":"Data Quality and Diversity in Health Care and Health Research","display_name":"Data Quality and Diversity in Health Care and Health Research","publication_year":2025,"publication_date":"2025-05-15","ids":{"openalex":"https://openalex.org/W4410448315","doi":"https://doi.org/10.3233/shti250376","pmid":"https://pubmed.ncbi.nlm.nih.gov/40380486"},"language":"en","primary_location":{"id":"doi:10.3233/shti250376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250376","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/SHTI250376","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Solveig B\u00fcnz","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Solveig B\u00fcnz","raw_affiliation_strings":["Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077522757","display_name":"Sonja Harkener","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sonja Harkener","raw_affiliation_strings":["Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078049770","display_name":"J\u00fcrgen Stausberg","orcid":"https://orcid.org/0000-0003-0348-5579"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Stausberg","raw_affiliation_strings":["Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0348-5579","affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics, Biometry and Epidemiology, Faculty of Medicine, University Duisburg-Essen, Essen, Germany","institution_ids":["https://openalex.org/I62318514"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":null,"apc_paid":null,"fwci":10.4174,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.97142976,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"327","issue":null,"first_page":"442","last_page":"446"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10391","display_name":"Healthcare Policy and Management","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10391","display_name":"Healthcare Policy and Management","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10556","display_name":"Global Cancer Incidence and Screening","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T11531","display_name":"Healthcare Systems and Reforms","score":0.972000002861023,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.6150822043418884},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5865697860717773},{"id":"https://openalex.org/keywords/ethnic-group","display_name":"Ethnic group","score":0.5737679600715637},{"id":"https://openalex.org/keywords/health-equity","display_name":"Health equity","score":0.5561326146125793},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.5558929443359375},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5384556651115417},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.5244734287261963},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4689488112926483},{"id":"https://openalex.org/keywords/asset","display_name":"Asset (computer security)","score":0.45201075077056885},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.43523353338241577},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3578537106513977},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.3227192163467407},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27469533681869507},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.2106758952140808},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1807258427143097},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.16922816634178162},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.16666388511657715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1509726345539093},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.14611437916755676},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.09837040305137634},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.06896761059761047}],"concepts":[{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.6150822043418884},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5865697860717773},{"id":"https://openalex.org/C137403100","wikidata":"https://www.wikidata.org/wiki/Q41710","display_name":"Ethnic group","level":2,"score":0.5737679600715637},{"id":"https://openalex.org/C2250968","wikidata":"https://www.wikidata.org/wiki/Q1512929","display_name":"Health equity","level":3,"score":0.5561326146125793},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.5558929443359375},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5384556651115417},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.5244734287261963},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4689488112926483},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.45201075077056885},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43523353338241577},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3578537106513977},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.3227192163467407},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27469533681869507},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2106758952140808},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1807258427143097},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.16922816634178162},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.16666388511657715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1509726345539093},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.14611437916755676},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.09837040305137634},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.06896761059761047},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D018864","descriptor_name":"Cultural Diversity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018864","descriptor_name":"Cultural Diversity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018864","descriptor_name":"Cultural Diversity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti250376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250376","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:40380486","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40380486","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":"Journal Article"}],"best_oa_location":{"id":"doi:10.3233/shti250376","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti250376","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI250376","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":[{"score":0.7799999713897705,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2552331649","display_name":"Indikatoren zur Datenqualit\u00e4t von empirischen Forschungsvorhaben in der Medizin 3.0","funder_award_id":"506700202","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410448315.pdf","grobid_xml":"https://content.openalex.org/works/W4410448315.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3185553570","https://openalex.org/W2155401483","https://openalex.org/W3045247719","https://openalex.org/W2102102835","https://openalex.org/W2757130632","https://openalex.org/W3185163327","https://openalex.org/W4385987771","https://openalex.org/W2163184657","https://openalex.org/W2018661294","https://openalex.org/W4318965972"],"abstract_inverted_index":{"Data":[0],"are":[1],"an":[2,35,105,126],"essential":[3],"asset":[4],"in":[5,48,75,139,145],"health":[6,9,17,55,140,146],"research":[7,141],"and":[8,31,66,85,88,90,104,109,122,132],"care.":[10,147],"The":[11,115],"idea":[12],"of":[13,42,50,101,117,129,135],"a":[14,26,40,43,76],"data":[15,37,51,64,113,136],"driven":[16],"system":[18],"got":[19],"great":[20],"attention.":[21],"However,":[22],"initial":[23],"observations":[24],"showed":[25],"risk":[27],"for":[28,53],"diversity,":[29,120],"equity,":[30,121],"inclusion":[32,123],"arising":[33],"from":[34],"insufficient":[36],"quality.":[38,114],"As":[39],"byproduct":[41],"broader":[44],"literature":[45],"review":[46],"interested":[47],"aspects":[49,81],"quality":[52,65],"empirical":[54],"research,":[56],"evidence":[57],"sources":[58],"dealing":[59],"with":[60],"the":[61,130,133],"relationship":[62],"between":[63],"diversity":[67],"were":[68],"identified.":[69],"Thirteen":[70],"studies":[71],"could":[72],"be":[73,125],"included":[74],"descriptive":[77],"analysis.":[78],"They":[79],"covered":[80],"concerning":[82,119],"age,":[83],"race":[84],"ethnicity,":[86],"sex":[87],"gender,":[89],"social":[91],"status.":[92],"Risks":[93],"occurred":[94],"due":[95],"to":[96],"misclassifications,":[97],"missing":[98],"data,":[99],"use":[100],"broad":[102],"categories,":[103],"unawareness":[106],"regarding":[107],"cultural":[108],"other":[110],"factors":[111],"influencing":[112],"consideration":[116],"risks":[118],"should":[124],"integral":[127],"part":[128],"planning":[131],"management":[134],"collections,":[137],"either":[138],"as":[142,144],"well":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
