{"id":"https://openalex.org/W2980536503","doi":"https://doi.org/10.3233/shti190834","title":"Moving Towards an EHR Data Quality Framework: The MIRACUM Approach","display_name":"Moving Towards an EHR Data Quality Framework: The MIRACUM Approach","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2980536503","doi":"https://doi.org/10.3233/shti190834","mag":"2980536503","pmid":"https://pubmed.ncbi.nlm.nih.gov/31483279"},"language":"en","primary_location":{"id":"doi:10.3233/shti190834","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190834","pdf_url":null,"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://doi.org/10.3233/shti190834","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041778310","display_name":"Lorenz A. Kapsner","orcid":"https://orcid.org/0000-0003-1866-860X"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kapsner Lorenz A.","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017313884","display_name":"Marvin Kampf","orcid":"https://orcid.org/0000-0002-9108-0469"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kampf Marvin O.","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026506252","display_name":"Susanne A. Seuchter","orcid":"https://orcid.org/0009-0006-2890-0280"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Seuchter Susanne A.","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kamdje-Wabo Gaetan","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kamdje-Wabo Gaetan","raw_affiliation_strings":["Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066923679","display_name":"Tobias Gradinger","orcid":"https://orcid.org/0000-0002-8049-2900"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gradinger Tobias","raw_affiliation_strings":["Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072067248","display_name":"Thomas Ganslandt","orcid":"https://orcid.org/0000-0001-6864-8936"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ganslandt Thomas","raw_affiliation_strings":["Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics of the Heinrich-Lanz-Center, Mannheim University Medicine, Ruprecht-Karls-University Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067809875","display_name":"Sebastian Mate","orcid":"https://orcid.org/0000-0002-1389-3384"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mate Sebastian","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057978065","display_name":"Julian Gruendner","orcid":"https://orcid.org/0000-0001-7204-5329"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gruendner Julian","raw_affiliation_strings":["Friedrich-Alexander University Erlangen-N\u00fcrnberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander University Erlangen-N\u00fcrnberg, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004743008","display_name":"Detlef Kraska","orcid":"https://orcid.org/0000-0003-2174-2532"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kraska Detlef","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103488164","display_name":"Hans\u2010Ulrich Prokosch","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]},{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Prokosch Hans-Ulrich","raw_affiliation_strings":["Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","Friedrich-Alexander University Erlangen-N\u00fcrnberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Medical Information and Communication Technology, University Hospital Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Friedrich-Alexander University Erlangen-N\u00fcrnberg, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.9476,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.98329702,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"267","issue":null,"first_page":"247","last_page":"253"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.5109999775886536,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.5109999775886536,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.26350000500679016,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14400","display_name":"Medical Coding and Health Information","score":0.10379999876022339,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/computer-science","display_name":"Computer science","score":0.6788872480392456},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5553070902824402},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5406213998794556},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41807544231414795},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15536808967590332}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6788872480392456},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5553070902824402},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5406213998794556},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41807544231414795},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15536808967590332},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","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":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti190834","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190834","pdf_url":null,"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:31483279","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31483279","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/shti190834","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190834","pdf_url":null,"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":0.5600000023841858,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W34678172","https://openalex.org/W1126991912","https://openalex.org/W2018025378","https://openalex.org/W2158939484","https://openalex.org/W2784358526","https://openalex.org/W2894335498"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2137479650","https://openalex.org/W2245479382","https://openalex.org/W3139296374","https://openalex.org/W4387803644","https://openalex.org/W4210350690"],"abstract_inverted_index":{"INTRODUCTION:":[0],"Data":[1],"quality":[2,75,84,101],"(DQ)":[3],"is":[4,200],"an":[5,138],"important":[6],"prerequisite":[7],"for":[8,86,123],"secondary":[9],"use":[10],"of":[11,31,40,69,93,172,194],"electronic":[12],"health":[13,28],"record":[14],"(EHR)":[15],"data":[16,44,74,83,96,100,131,142,158,164,173,255],"in":[17,46,111,175,191,233],"clinical":[18],"research,":[19],"particularly":[20],"with":[21,115,128],"regards":[22],"to":[23,80,156,186,203,212,245,253],"progressing":[24],"towards":[25,224],"a":[26,50,112,145,176,225],"learning":[27],"system,":[29],"one":[30],"the":[32,37,41,117,129,141,154,157,162,195,221],"MIRACUM":[33,135,163],"consortium's":[34],"goals.":[35],"Following":[36],"successful":[38],"integration":[39],"i2b2":[42,130],"research":[43,95],"repository":[45,132],"MIRACUM,":[47],"we":[48],"present":[49],"standardized":[51,177,227],"and":[52,90,120,143,159,178,188,208,228],"generic":[53],"DQ":[54,62,146,170,231,235],"framework.":[55],"STATE":[56],"OF":[57],"THE":[58],"ART:":[59],"Already":[60],"established":[61,169],"evaluation":[63],"methods":[64],"do":[65],"not":[66],"cover":[67],"all":[68,116],"MIRACUM's":[70,94],"requirements.":[71,166],"CONCEPT:":[72],"A":[73,99],"analysis":[76,102,139,155,183],"plan":[77],"was":[78,105],"developed":[79,106],"assess":[81],"common":[82],"dimensions":[85,171],"demographic-,":[87],"condition-,":[88],"procedure-":[89],"department-related":[91],"variables":[92],"repository.":[97],"IMPLEMENTATION:":[98],"(DQA)":[103],"tool":[104,152],"using":[107],"R":[108,121],"scripts":[109],"packaged":[110],"Docker":[113],"image":[114],"necessary":[118],"dependencies":[119],"libraries":[122],"easy":[124,202],"distribution.":[125],"It":[126,167],"integrates":[127],"at":[133],"each":[134],"site,":[136],"executes":[137],"on":[140],"generates":[144],"report.":[147],"LESSONS":[148],"LEARNED:":[149],"Our":[150],"DQA":[151],"brings":[153],"thus":[160],"meets":[161],"protection":[165],"evaluates":[168],"repositories":[174],"easily":[179],"distributable":[180],"way.":[181],"This":[182],"allowed":[184],"us":[185],"reveal":[187],"revise":[189],"inconsistencies":[190],"earlier":[192],"versions":[193],"ETL":[196],"jobs.":[197],"The":[198,217],"framework":[199,219],"portable,":[201],"deploy":[204],"across":[205],"different":[206],"sites":[207],"even":[209],"further":[210],"adaptable":[211],"other":[213],"database":[214],"schemes.":[215],"CONCLUSION:":[216],"presented":[218],"provides":[220],"first":[222],"step":[223],"unified,":[226],"harmonized":[229],"EHR":[230],"assessment":[232],"MIRACUM.":[234],"issues":[236],"can":[237],"now":[238],"be":[239],"systematically":[240],"identified":[241],"by":[242],"individual":[243],"hospitals":[244],"subsequently":[246],"implement":[247],"site-":[248],"or":[249],"consortium-wide":[250],"feedback":[251],"loops":[252],"increase":[254],"quality.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":4},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
