{"id":"https://openalex.org/W4408406005","doi":"https://doi.org/10.1093/jamia/ocaf042","title":"Optimizing the efficiency and effectiveness of data quality assurance in a multicenter clinical dataset","display_name":"Optimizing the efficiency and effectiveness of data quality assurance in a multicenter clinical dataset","publication_year":2025,"publication_date":"2025-03-13","ids":{"openalex":"https://openalex.org/W4408406005","doi":"https://doi.org/10.1093/jamia/ocaf042","pmid":"https://pubmed.ncbi.nlm.nih.gov/40079834"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocaf042","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf042","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pubmed.ncbi.nlm.nih.gov/40079834/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087753096","display_name":"Anne Fu","orcid":"https://orcid.org/0000-0003-3886-1853"},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Anne Fu","raw_affiliation_strings":["Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108982835","display_name":"Trong Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Trong Shen","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044498051","display_name":"Surain B. Roberts","orcid":"https://orcid.org/0000-0001-8792-2240"},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Surain B Roberts","raw_affiliation_strings":["Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081648274","display_name":"Weihan Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Weihan Liu","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076048285","display_name":"Shruthi Vaidyanathan","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shruthi Vaidyanathan","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092170103","display_name":"Kayley-Jasmin Marchena-Romero","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kayley-Jasmin Marchena-Romero","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069037609","display_name":"Y. W. Francis Lam","orcid":"https://orcid.org/0000-0003-2054-2184"},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yuen Yu Phyllis Lam","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017580371","display_name":"Kieran Shah","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kieran Shah","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111534014","display_name":"Denise Mak","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Denise Y F Mak","raw_affiliation_strings":["Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"middle","author":{"id":null,"display_name":"GEMINI Investigators","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"GEMINI Investigators","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038436422","display_name":"Stephen Chin","orcid":"https://orcid.org/0000-0002-7279-0211"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stephen Chin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044165550","display_name":"Steven Stern","orcid":"https://orcid.org/0000-0003-4048-5121"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Seth J Stern","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040383533","display_name":"Radha Koppula","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Radha Koppula","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010582775","display_name":"L Joyce","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lisa F Joyce","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020519120","display_name":"Nicholas Pellegrino","orcid":"https://orcid.org/0000-0002-2102-2431"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicholas Pellegrino","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019589864","display_name":"Nancy L. Harris","orcid":"https://orcid.org/0000-0001-6661-4249"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nancy Harris","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033162395","display_name":"Vivian Ng","orcid":"https://orcid.org/0000-0002-3036-2497"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vivian Ng","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061179588","display_name":"Siddhartha Srivastava","orcid":"https://orcid.org/0000-0002-1741-2867"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siddhartha Srivastava","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116609892","display_name":"Nathaniel Manikan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nathaniel Manikan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018711876","display_name":"Amelia Wilkinson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amelia Wilkinson","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116609893","display_name":"Jenny Gastmeier","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jenny Gastmeier","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005208540","display_name":"Jason C. Kwan","orcid":"https://orcid.org/0000-0001-9933-1536"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jason C Kwan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116609894","display_name":"Hapiloe Byaruhanga","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hapiloe Byaruhanga","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116609895","display_name":"Linia Shaji","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Linia Shaji","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055267590","display_name":"Susan R. George","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siji George","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116609896","display_name":"Stephanie Handsor","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stephanie Handsor","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015776179","display_name":"R. Roy","orcid":"https://orcid.org/0000-0001-8763-8450"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reshma Anna Roy","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034951959","display_name":"C Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chong Sung Kim","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109969316","display_name":"Selam Mequanint","orcid":null},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Selam Mequanint","raw_affiliation_strings":["Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002722096","display_name":"Fahad Razak","orcid":"https://orcid.org/0000-0001-9195-7286"},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fahad Razak","raw_affiliation_strings":["Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada","Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]},{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5C 3G7, Canada","institution_ids":["https://openalex.org/I1297363086"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010837853","display_name":"Amol A. Verma","orcid":"https://orcid.org/0000-0001-6857-931X"},"institutions":[{"id":"https://openalex.org/I1297363086","display_name":"St. Michael's Hospital","ror":"https://ror.org/04skqfp25","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1297363086","https://openalex.org/I4399598460"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amol A Verma","raw_affiliation_strings":["Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Temerty Faculty of Medicine, University of Toronto , Toronto, ON M5S 1A8,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Institute of Health Policy, Management and Evaluation, University of Toronto , Toronto, ON M5T 3M6,","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Li Ka Shing Knowledge Institute, St. Michael\u2019s Hospital , Toronto, ON M5C 3G7,","institution_ids":["https://openalex.org/I1297363086"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":31,"corresponding_author_ids":["https://openalex.org/A5087753096"],"corresponding_institution_ids":["https://openalex.org/I1297363086","https://openalex.org/I185261750"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":14.7744,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.9872979,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"32","issue":"5","first_page":"835","last_page":"844"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9995999932289124,"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":0.9995999932289124,"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/T10350","display_name":"Electronic Health Records Systems","score":0.9965999722480774,"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/T10582","display_name":"Ethics in Clinical Research","score":0.983299970626831,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6756607294082642},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.6749629378318787},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6673280596733093},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"Quality assurance","score":0.5881399512290955},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5566897988319397},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49846339225769043},{"id":"https://openalex.org/keywords/chart","display_name":"Chart","score":0.46639129519462585},{"id":"https://openalex.org/keywords/identifier","display_name":"Identifier","score":0.4372306764125824},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.346041738986969},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.32954323291778564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.13618868589401245},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.1358095109462738},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13083231449127197},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.09547066688537598}],"concepts":[{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6756607294082642},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.6749629378318787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6673280596733093},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.5881399512290955},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5566897988319397},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49846339225769043},{"id":"https://openalex.org/C190812933","wikidata":"https://www.wikidata.org/wiki/Q28923","display_name":"Chart","level":2,"score":0.46639129519462585},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.4372306764125824},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.346041738986969},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.32954323291778564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.13618868589401245},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.1358095109462738},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13083231449127197},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.09547066688537598},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"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":"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":"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":"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":"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":"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":"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":"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":"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":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocaf042","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf042","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:40079834","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40079834","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12012372","is_oa":true,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40079834/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12012372","is_oa":true,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40079834/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320994","display_name":"Canada Research Chairs","ror":"https://ror.org/0517h6h17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2088263677","https://openalex.org/W2134256069","https://openalex.org/W2158939484","https://openalex.org/W2162800060","https://openalex.org/W2518786827","https://openalex.org/W2737742922","https://openalex.org/W2774644753","https://openalex.org/W3106195149","https://openalex.org/W4317932413","https://openalex.org/W4318542591","https://openalex.org/W4320482217","https://openalex.org/W4382753509","https://openalex.org/W4389186873","https://openalex.org/W4399626205","https://openalex.org/W4401283978","https://openalex.org/W4406694526"],"related_works":["https://openalex.org/W4378651134","https://openalex.org/W1557094818","https://openalex.org/W4252684102","https://openalex.org/W2608983118","https://openalex.org/W2352307597","https://openalex.org/W1979633005","https://openalex.org/W2163724607","https://openalex.org/W3135403405","https://openalex.org/W2023227762","https://openalex.org/W4304208754"],"abstract_inverted_index":{"The":[0],"GEMINI":[1],"approach":[2],"represents":[3],"a":[4],"scalable":[5],"framework":[6],"for":[7],"data":[8,19,37],"quality":[9,38],"assessment":[10],"and":[11,33],"improvement":[12],"in":[13],"multisite":[14],"EHR":[15],"research":[16],"databases.":[17],"Manual":[18],"review":[20],"is":[21],"important":[22],"but":[23],"can":[24],"be":[25],"minimized":[26],"to":[27],"optimize":[28],"the":[29],"trade-off":[30],"between":[31],"true":[32],"false":[34],"identification":[35],"of":[36],"errors.":[39]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
