{"id":"https://openalex.org/W3210677193","doi":"https://doi.org/10.1186/s12911-021-01669-6","title":"Assessing the suitability of general practice electronic health records for clinical prediction model development: a data quality assessment","display_name":"Assessing the suitability of general practice electronic health records for clinical prediction model development: a data quality assessment","publication_year":2021,"publication_date":"2021-10-30","ids":{"openalex":"https://openalex.org/W3210677193","doi":"https://doi.org/10.1186/s12911-021-01669-6","mag":"3210677193","pmid":"https://pubmed.ncbi.nlm.nih.gov/34717599"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-021-01669-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01669-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01669-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01669-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003426635","display_name":"Sharmala Thuraisingam","orcid":"https://orcid.org/0000-0002-9450-1302"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Sharmala Thuraisingam","raw_affiliation_strings":["Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia. sharmala.thuraisingam@unimelb.edu.au","Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia. sharmala.thuraisingam@unimelb.edu.au","Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia. sharmala.thuraisingam@unimelb.edu.au","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia. sharmala.thuraisingam@unimelb.edu.au","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062392234","display_name":"Patty Chondros","orcid":"https://orcid.org/0000-0003-0393-8734"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Patty Chondros","raw_affiliation_strings":["Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033110141","display_name":"Michelle M. Dowsey","orcid":"https://orcid.org/0000-0002-9708-5308"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michelle M. Dowsey","raw_affiliation_strings":["Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005127716","display_name":"Tim Spelman","orcid":"https://orcid.org/0000-0001-9204-3216"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]},{"id":"https://openalex.org/I4210121512","display_name":"Karolinska Development (Sweden)","ror":"https://ror.org/02pscrx27","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210121512"]}],"countries":["AU","SE"],"is_corresponding":false,"raw_author_name":"Tim Spelman","raw_affiliation_strings":["Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia","Karolinska Institute, Solnavagen 1, 171 77, Solna, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Karolinska Institute, Solnavagen 1, 171 77, Solna, Sweden","institution_ids":["https://openalex.org/I4210121512","https://openalex.org/I28166907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072058217","display_name":"Stephanie Garies","orcid":"https://orcid.org/0000-0001-8795-9553"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Stephanie Garies","raw_affiliation_strings":["Department of Family Medicine, Cumming School of Medicine, University of Calgary, Alberta, T2N 4N1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Family Medicine, Cumming School of Medicine, University of Calgary, Alberta, T2N 4N1, Canada","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057159907","display_name":"Peter Choong","orcid":"https://orcid.org/0000-0002-3522-7374"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Peter F. Choong","raw_affiliation_strings":["Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, University of Melbourne, 29 Regent Street, Fitzroy, VIC, 3065, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025969837","display_name":"Jane Gunn","orcid":"https://orcid.org/0000-0001-8836-7525"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jane Gunn","raw_affiliation_strings":["Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia","Faculty of Medicine Dentistry & Health Sciences, University of Melbourne, Alan Gilbert Building, Level 2, Carlton, VIC, 3053, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Faculty of Medicine Dentistry & Health Sciences, University of Melbourne, Alan Gilbert Building, Level 2, Carlton, VIC, 3053, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014908394","display_name":"Jo\u2010Anne Manski\u2010Nankervis","orcid":"https://orcid.org/0000-0003-2153-3482"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jo-Anne Manski-Nankervis","raw_affiliation_strings":["Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Practice, University of Melbourne, 780 Elizabeth Street, Parkville, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5003426635"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.798,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.92140952,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"297","last_page":"297"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.4401000142097473,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.4401000142097473,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.1687999963760376,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T14400","display_name":"Medical Coding and Health Information","score":0.06620000302791595,"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/medicine","display_name":"Medicine","score":0.757953405380249},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5502132177352905},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.5088868141174316},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.49465319514274597},{"id":"https://openalex.org/keywords/gold-standard","display_name":"Gold standard (test)","score":0.4635666310787201},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.4345606565475464},{"id":"https://openalex.org/keywords/family-medicine","display_name":"Family medicine","score":0.3285065293312073},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.3235299587249756},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.21624580025672913},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.15457656979560852},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.13370978832244873},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12403011322021484}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.757953405380249},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5502132177352905},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.5088868141174316},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.49465319514274597},{"id":"https://openalex.org/C40993552","wikidata":"https://www.wikidata.org/wiki/Q514654","display_name":"Gold standard (test)","level":2,"score":0.4635666310787201},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.4345606565475464},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.3285065293312073},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3235299587249756},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.21624580025672913},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.15457656979560852},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.13370978832244873},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12403011322021484},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","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":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001315","descriptor_name":"Australia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005194","descriptor_name":"Family Practice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005194","descriptor_name":"Family Practice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005194","descriptor_name":"Family Practice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005194","descriptor_name":"Family Practice","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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","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},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":7,"locations":[{"id":"doi:10.1186/s12911-021-01669-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01669-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01669-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:34717599","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34717599","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:0bac9d76f0fa4fbf8012fbc301b57e06","is_oa":true,"landing_page_url":"https://doaj.org/article/0bac9d76f0fa4fbf8012fbc301b57e06","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 21, Iss 1, Pp 1-11 (2021)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:7449741","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC8557028","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/294117","is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/294117","pdf_url":null,"source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:prism.ucalgary.ca:1880/114083","is_oa":false,"landing_page_url":"http://hdl.handle.net/1880/114083","pdf_url":null,"source":{"id":"https://openalex.org/S4306402212","display_name":"PRISM (University of Calgary)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168635309","host_organization_name":"University of Calgary","host_organization_lineage":["https://openalex.org/I168635309"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8557028","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8557028","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-021-01669-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01669-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01669-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G1838050838","display_name":null,"funder_award_id":"HCF18-04","funder_id":"https://openalex.org/F4320320595","funder_display_name":"Royal Australian College of General Practitioners"},{"id":"https://openalex.org/G2247955675","display_name":"Treating end stage osteoarthritis - System redesign targeting appropriateness, cost-effectiveness, safety and efficiency","funder_award_id":"1154203","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G3077571225","display_name":null,"funder_award_id":"APP1116235","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G7500283950","display_name":"Toward an evidence-based approach for treating end-stage knee arthritis","funder_award_id":"1122526","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G8729971647","display_name":null,"funder_award_id":"APP1116325","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320320562","display_name":"Australian Orthopaedic Association","ror":"https://ror.org/00147ek89"},{"id":"https://openalex.org/F4320320595","display_name":"Royal Australian College of General Practitioners","ror":"https://ror.org/03c6kd554"},{"id":"https://openalex.org/F4320327393","display_name":"RACGP Foundation","ror":null},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3210677193.pdf","grobid_xml":"https://content.openalex.org/works/W3210677193.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2000445173","https://openalex.org/W2030534826","https://openalex.org/W2126543042","https://openalex.org/W2132633479","https://openalex.org/W2172078252","https://openalex.org/W2397005921","https://openalex.org/W2471926945","https://openalex.org/W2518786827","https://openalex.org/W2805587876","https://openalex.org/W2934901718","https://openalex.org/W2959873153","https://openalex.org/W2982951947","https://openalex.org/W3107670881","https://openalex.org/W4232523322"],"related_works":["https://openalex.org/W832193342","https://openalex.org/W1987850981","https://openalex.org/W2039438337","https://openalex.org/W2962529488","https://openalex.org/W2554558516","https://openalex.org/W2355354922","https://openalex.org/W2527724968","https://openalex.org/W2356296688","https://openalex.org/W2413325029","https://openalex.org/W2739554337"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,132],"use":[2,39],"of":[3,51,70,134,180,183,187,245,277],"general":[4,61,284],"practice":[5,285],"electronic":[6],"health":[7],"records":[8],"(EHRs)":[9],"for":[10,24,38,75,96,101,157,207,230,239],"research":[11],"purposes":[12],"is":[13],"in":[14,17,40,54,67,81,91,195,271,283],"its":[15,65],"infancy":[16],"Australia.":[18],"Given":[19],"these":[20,34,251],"data":[21,30,35,52,137,156,218,247,252,268,280],"were":[22,94,107,153,173,189,198,228],"collected":[23],"clinical":[25,72,259],"purposes,":[26],"questions":[27],"remain":[28],"around":[29],"quality":[31,50,281],"and":[32,98,104,127,161,167,171,185,210,225,242],"whether":[33],"are":[36,253],"suitable":[37],"prediction":[41,73,231,260,289],"model":[42,74,92,232],"development.":[43,233],"In":[44,215],"this":[45,216],"study":[46,235],"we":[47],"assess":[48],"the":[49,68,102,135,144,196,204,221,237,272,278],"recorded":[53,174,194],"201,462":[55],"patient":[56,246],"EHRs":[57,249,286],"from":[58,143,203],"483":[59],"Australian":[60,119,146],"practices":[62],"to":[63,88,200,220,254,257],"determine":[64],"usefulness":[66],"development":[69,93],"a":[71],"total":[76],"knee":[77],"replacement":[78],"(TKR)":[79],"surgery":[80],"patients":[82],"with":[83,113,175,264],"osteoarthritis":[84],"(OA).":[85],"METHODS:":[86],"Variables":[87],"be":[89,255],"used":[90,256],"assessed":[95,108],"completeness":[97],"plausibility.":[99],"Accuracy":[100],"outcome":[103],"competing":[105,223],"risk":[106,224],"through":[109],"record":[110],"level":[111],"linkage":[112,263],"two":[114,226],"gold":[115,266],"standard":[116,267],"national":[117],"registries,":[118],"Orthopaedic":[120],"Association":[121],"National":[122,128,147],"Joint":[123],"Replacement":[124],"Registry":[125],"(AOANJRR)":[126],"Death":[129],"Index":[130],"(NDI).":[131],"validity":[133],"EHR":[136,197],"was":[138],"tested":[139],"using":[140],"participant":[141,201],"characteristics":[142,193,202],"2014-15":[145],"Health":[148],"Survey":[149],"(NHS).":[150],"RESULTS:":[151],"There":[152],"substantial":[154],"missing":[155],"body":[158],"mass":[159],"index":[160],"weight":[162],"gain":[163],"between":[164],"early":[165],"adulthood":[166],"middle":[168],"age.":[169],"TKR":[170,188],"death":[172,184],"good":[176],"accuracy,":[177],"however,":[178],"year":[179,182],"TKR,":[181],"side":[186],"poorly":[190],"recorded.":[191],"Patient":[192],"comparable":[199],"NHS,":[205],"except":[206],"OA":[208],"medication":[209],"metastatic":[211],"solid":[212],"tumour.":[213],"CONCLUSIONS:":[214],"study,":[217],"relating":[219],"outcome,":[222],"predictors":[227],"unfit":[229],"This":[234],"highlights":[236],"need":[238],"more":[240],"accurate":[241],"complete":[243],"recording":[244],"within":[248],"if":[250],"develop":[258],"models.":[261,290],"Data":[262],"other":[265],"sets/registries":[269],"may":[270],"meantime":[273],"help":[274],"overcome":[275],"some":[276],"current":[279],"challenges":[282],"when":[287],"developing":[288]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":8}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}