{"id":"https://openalex.org/W3082710250","doi":"https://doi.org/10.1109/cbms49503.2020.00085","title":"Improving Data Quality in Medical Research: A Monitoring Architecture for Clinical and Translational Data Warehouses","display_name":"Improving Data Quality in Medical Research: A Monitoring Architecture for Clinical and Translational Data Warehouses","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3082710250","doi":"https://doi.org/10.1109/cbms49503.2020.00085","mag":"3082710250"},"language":"en","primary_location":{"id":"doi:10.1109/cbms49503.2020.00085","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms49503.2020.00085","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039290636","display_name":"Helmut Spengler","orcid":"https://orcid.org/0000-0002-1389-3755"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Helmut Spengler","raw_affiliation_strings":["Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109552060","display_name":"Ingrid Gatz","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ingrid Gatz","raw_affiliation_strings":["Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011383183","display_name":"Florian Kohlmayer","orcid":"https://orcid.org/0000-0002-5384-0076"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Florian Kohlmayer","raw_affiliation_strings":["Bitcare GmbH, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bitcare GmbH, Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002305739","display_name":"Klaus A. Kuhn","orcid":"https://orcid.org/0000-0003-2575-8507"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus A. Kuhn","raw_affiliation_strings":["Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Informatics, Statistics and Epidemiology, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037720718","display_name":"Fabian Pra\u00dfer","orcid":"https://orcid.org/0000-0003-3172-3095"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"funder","lineage":["https://openalex.org/I7877124"]},{"id":"https://openalex.org/I4210139777","display_name":"Berlin Institute of Health at Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/0493xsw21","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210139777","https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Prasser","raw_affiliation_strings":["Berlin Institute of Health, Berlin, Germany","Charit\u00e9 - Universit\u00e4tsmedizin Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Berlin Institute of Health, Berlin, Germany","institution_ids":["https://openalex.org/I4210139777"]},{"raw_affiliation_string":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5039290636"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":2.4164,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.89570061,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"415","last_page":"420"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9994999766349792,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9764999747276306,"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":0.7888350486755371},{"id":"https://openalex.org/keywords/data-warehouse","display_name":"Data warehouse","score":0.7541160583496094},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.7005873918533325},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.542518675327301},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.46372029185295105},{"id":"https://openalex.org/keywords/data-transformation","display_name":"Data transformation","score":0.45734357833862305},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4560913145542145},{"id":"https://openalex.org/keywords/data-extraction","display_name":"Data extraction","score":0.4478236734867096},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.43029043078422546},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4007118046283722},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09639382362365723},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.09406563639640808}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7888350486755371},{"id":"https://openalex.org/C135572916","wikidata":"https://www.wikidata.org/wiki/Q193351","display_name":"Data warehouse","level":2,"score":0.7541160583496094},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.7005873918533325},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.542518675327301},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.46372029185295105},{"id":"https://openalex.org/C150670458","wikidata":"https://www.wikidata.org/wiki/Q4272815","display_name":"Data transformation","level":3,"score":0.45734357833862305},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4560913145542145},{"id":"https://openalex.org/C2777466982","wikidata":"https://www.wikidata.org/wiki/Q5227287","display_name":"Data extraction","level":3,"score":0.4478236734867096},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.43029043078422546},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4007118046283722},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09639382362365723},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.09406563639640808},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms49503.2020.00085","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms49503.2020.00085","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W115293911","https://openalex.org/W187156975","https://openalex.org/W1126991912","https://openalex.org/W1722431364","https://openalex.org/W2083721602","https://openalex.org/W2083755493","https://openalex.org/W2104608657","https://openalex.org/W2108971776","https://openalex.org/W2131940722","https://openalex.org/W2134256069","https://openalex.org/W2135774024","https://openalex.org/W2148554370","https://openalex.org/W2152449788","https://openalex.org/W2158939484","https://openalex.org/W2209559096","https://openalex.org/W2218029811","https://openalex.org/W2259715629","https://openalex.org/W2313407065","https://openalex.org/W2350573227","https://openalex.org/W2481525401","https://openalex.org/W2518786827","https://openalex.org/W2588543251","https://openalex.org/W2628640597","https://openalex.org/W2797580905","https://openalex.org/W2805587876","https://openalex.org/W2831639824","https://openalex.org/W2889844984","https://openalex.org/W2966330911","https://openalex.org/W2973050163","https://openalex.org/W2980536503","https://openalex.org/W3044888083","https://openalex.org/W6604735148","https://openalex.org/W6607630814","https://openalex.org/W6627291559","https://openalex.org/W6637761812","https://openalex.org/W6679269345","https://openalex.org/W6769155456"],"related_works":["https://openalex.org/W2348093825","https://openalex.org/W2901826185","https://openalex.org/W2364409751","https://openalex.org/W2353590449","https://openalex.org/W1542560311","https://openalex.org/W2159392828","https://openalex.org/W1503556420","https://openalex.org/W2353586736","https://openalex.org/W2335291181","https://openalex.org/W2361930117"],"abstract_inverted_index":{"Clinical":[0],"and":[1,31,40,53,120,147,168,181,189,191],"translational":[2,182],"data":[3,42,52,55,65,91,96,124,140,162,183],"warehouses":[4],"are":[5],"important":[6],"infrastructure":[7],"building":[8],"blocks":[9],"for":[10,117],"modern":[11],"data-driven":[12],"approaches":[13],"in":[14,67,134,196],"medical":[15],"research.":[16],"These":[17],"analytics-oriented":[18],"databases":[19],"have":[20],"been":[21],"designed":[22],"to":[23,32,89,154],"integrate":[24],"heterogeneous":[25],"biomedical":[26],"datasets":[27],"from":[28],"different":[29],"sources":[30],"support":[33],"use":[34],"cases":[35],"such":[36,68,186],"as":[37,187],"cohort":[38],"selection":[39],"ad-hoc":[41],"analyses.":[43],"However,":[44],"the":[45,62,73,137],"lack":[46],"of":[47,50,64,76,139],"clear":[48],"definitions":[49],"source":[51],"controlled":[54],"collection":[56],"procedures":[57],"often":[58],"raises":[59],"concerns":[60],"about":[61,72,123],"quality":[63,92,125,141,148,163],"provided":[66],"environments":[69],"and,":[70],"consequently,":[71],"evidence":[74],"level":[75],"related":[77],"findings.":[78],"To":[79],"address":[80],"these":[81],"problems,":[82],"we":[83],"present":[84,171],"an":[85,112,172],"architecture":[86,158],"that":[87],"helps":[88],"monitor":[90],"issues":[93,126,149],"when":[94],"importing":[95],"into":[97],"warehousing":[98,184],"solutions":[99],"using":[100],"ETL":[101,200],"(Extraction,":[102],"Transformation,":[103],"Load)":[104],"processes.":[105],"Our":[106,157],"approach":[107],"provides":[108],"software":[109],"developers":[110],"with":[111,178,198],"API":[113],"(Application":[114],"Programming":[115],"Interface)":[116],"logging":[118],"detailed":[119],"structured":[121],"information":[122,129],"encountered.":[127],"This":[128],"can":[130,142,150,193],"then":[131],"be":[132,143,151,194],"displayed":[133],"dynamic":[135],"dashboards,":[136],"evolution":[138],"monitored":[144],"over":[145],"time,":[146],"traced":[152],"back":[153],"their":[155],"source.":[156],"supports":[159],"several":[160],"well-known":[161],"dimensions,":[164],"addressing":[165],"conformance,":[166],"completeness,":[167],"plausibility.":[169],"We":[170],"open-source":[173],"implementation,":[174],"which":[175,192],"is":[176],"compatible":[177],"common":[179],"clinical":[180],"platforms,":[185],"i2b2":[188],"tranSMART,":[190],"used":[195],"conjunction":[197],"many":[199],"environments.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2014,"cited_by_count":1}],"updated_date":"2026-05-22T09:01:20.584952","created_date":"2025-10-10T00:00:00"}
