{"id":"https://openalex.org/W2976505582","doi":"https://doi.org/10.1093/jamia/ocz143","title":"Comparison of the cohort selection performance of Australian Medicines Terminology to Anatomical Therapeutic Chemical mappings","display_name":"Comparison of the cohort selection performance of Australian Medicines Terminology to Anatomical Therapeutic Chemical mappings","publication_year":2019,"publication_date":"2019-07-24","ids":{"openalex":"https://openalex.org/W2976505582","doi":"https://doi.org/10.1093/jamia/ocz143","mag":"2976505582","pmid":"https://pubmed.ncbi.nlm.nih.gov/31545380"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocz143","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz143","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://www.ncbi.nlm.nih.gov/pmc/articles/7647230","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030800077","display_name":"Guan N Guo","orcid":"https://orcid.org/0000-0002-2164-0053"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guan N Guo","raw_affiliation_strings":["School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2164-0053","affiliations":[{"raw_affiliation_string":"School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023396800","display_name":"Jitendra Jonnagaddala","orcid":"https://orcid.org/0000-0002-9912-2344"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jitendra Jonnagaddala","raw_affiliation_strings":["School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9912-2344","affiliations":[{"raw_affiliation_string":"School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061827585","display_name":"Sanjay Farshid","orcid":"https://orcid.org/0000-0002-5334-2130"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sanjay Farshid","raw_affiliation_strings":["School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5334-2130","affiliations":[{"raw_affiliation_string":"School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046553003","display_name":"Vojtech Huser","orcid":"https://orcid.org/0000-0002-0709-6573"},"institutions":[{"id":"https://openalex.org/I1299303238","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238"]},{"id":"https://openalex.org/I4210109390","display_name":"National Center for Biotechnology Information","ror":"https://ror.org/02meqm098","country_code":"US","type":"facility","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I2800548410","https://openalex.org/I4210109390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vojtech Huser","raw_affiliation_strings":["Lister Hill National Centre for Biomedical Communications, National Library of Medicine National Institutes of Health, Bethesda, Maryland, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lister Hill National Centre for Biomedical Communications, National Library of Medicine National Institutes of Health, Bethesda, Maryland, USA","institution_ids":["https://openalex.org/I1299303238","https://openalex.org/I4210109390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014773041","display_name":"Christian Reich","orcid":"https://orcid.org/0000-0002-3641-055X"},"institutions":[{"id":"https://openalex.org/I4210108991","display_name":"IQVIA (United States)","ror":"https://ror.org/01mk44223","country_code":"US","type":"company","lineage":["https://openalex.org/I4210108991"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christian Reich","raw_affiliation_strings":["IQVIA, Cambridge, Massachusetts, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IQVIA, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I4210108991"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103856077","display_name":"Siaw-Teng Liaw","orcid":null},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Siaw-Teng Liaw","raw_affiliation_strings":["School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health and Community Medicine, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"WHO Collaborating Centre for eHealth, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023396800"],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":0.1517,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.48128374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"26","issue":"11","first_page":"1237","last_page":"1246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.48910000920295715,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.48910000920295715,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.14259999990463257,"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/T11943","display_name":"Pharmacovigilance and Adverse Drug Reactions","score":0.07460000365972519,"subfield":{"id":"https://openalex.org/subfields/3005","display_name":"Toxicology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/terminology","display_name":"Terminology","score":0.8163686394691467},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6577726602554321},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.6103491187095642},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4704146683216095},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39691638946533203},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3440888524055481},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.17161011695861816},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07705742120742798}],"concepts":[{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.8163686394691467},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6577726602554321},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.6103491187095642},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4704146683216095},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39691638946533203},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3440888524055481},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.17161011695861816},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07705742120742798},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"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":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D004364","descriptor_name":"Pharmaceutical Preparations","qualifier_ui":"Q000145","qualifier_name":"classification","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":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009626","descriptor_name":"Terminology as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018579","descriptor_name":"Patient Selection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018875","descriptor_name":"Vocabulary, Controlled","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D039061","descriptor_name":"Systematized Nomenclature of Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D039061","descriptor_name":"Systematized Nomenclature of Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D039061","descriptor_name":"Systematized Nomenclature of Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D039061","descriptor_name":"Systematized Nomenclature of Medicine","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":3,"locations":[{"id":"doi:10.1093/jamia/ocz143","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz143","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:31545380","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31545380","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:7647230","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647230","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":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:7647230","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647230","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":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":[{"display_name":"Partnerships for the goals","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W72194072","https://openalex.org/W77359901","https://openalex.org/W79139011","https://openalex.org/W196922333","https://openalex.org/W1126991912","https://openalex.org/W1521396122","https://openalex.org/W1524057475","https://openalex.org/W1580457945","https://openalex.org/W1603834765","https://openalex.org/W1776874469","https://openalex.org/W1779612606","https://openalex.org/W1808652302","https://openalex.org/W1863753810","https://openalex.org/W1965380368","https://openalex.org/W1980870658","https://openalex.org/W2004166947","https://openalex.org/W2004910511","https://openalex.org/W2017975952","https://openalex.org/W2019414229","https://openalex.org/W2026282251","https://openalex.org/W2027867013","https://openalex.org/W2030996962","https://openalex.org/W2051428761","https://openalex.org/W2051743300","https://openalex.org/W2055483647","https://openalex.org/W2064171903","https://openalex.org/W2070356350","https://openalex.org/W2074304498","https://openalex.org/W2077883991","https://openalex.org/W2082258771","https://openalex.org/W2098568574","https://openalex.org/W2106662396","https://openalex.org/W2117966604","https://openalex.org/W2127415865","https://openalex.org/W2131730853","https://openalex.org/W2132633479","https://openalex.org/W2137796099","https://openalex.org/W2162980141","https://openalex.org/W2166612426","https://openalex.org/W2167504703","https://openalex.org/W2189431322","https://openalex.org/W2215185650","https://openalex.org/W2319983832","https://openalex.org/W2344684814","https://openalex.org/W2400137014","https://openalex.org/W2412009816","https://openalex.org/W2480360071","https://openalex.org/W2502635255","https://openalex.org/W2560688864","https://openalex.org/W2730219378","https://openalex.org/W2765693998","https://openalex.org/W2786221479","https://openalex.org/W2787294883","https://openalex.org/W2889142411","https://openalex.org/W2899106151","https://openalex.org/W6602894369","https://openalex.org/W6608001362","https://openalex.org/W6627291559","https://openalex.org/W6631239430","https://openalex.org/W6684363605","https://openalex.org/W6687333714","https://openalex.org/W6688428734","https://openalex.org/W6713122474","https://openalex.org/W6747977711"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Electronic":[1],"health":[2,17],"records":[3,18],"are":[4],"increasingly":[5],"utilized":[6],"for":[7,52,190],"observational":[8],"and":[9,47,91,128,147,158,170,234],"clinical":[10],"research.":[11],"Identification":[12],"of":[13,33,44,142,200,225],"cohorts":[14],"using":[15,63,113,144],"electronic":[16,106],"is":[19,38],"an":[20],"important":[21],"step":[22],"in":[23,166,183],"this":[24,235],"process.":[25],"Previous":[26],"studies":[27],"largely":[28],"focused":[29],"on":[30,41],"the":[31,42,59,82,92,105,140,163,167,176,181,191,226],"methods":[32],"cohort":[34,53,60,184,237,250],"selection,":[35],"but":[36,209],"there":[37],"little":[39],"evidence":[40],"impact":[43,249],"underlying":[45,244],"vocabularies":[46,50],"mappings":[48,72,78,143,154,165,178,188,205,246],"between":[49],"used":[51,137,263],"selection.":[54],"We":[55,101,221],"aim":[56],"to":[57,67,130,138,216,264],"compare":[58],"selection":[61,185,238,251],"performance":[62],"Australian":[64],"Medicines":[65],"Terminology":[66],"Anatomical":[68],"Therapeutic":[69],"Chemical":[70],"(ATC)":[71],"from":[73,81,104],"2":[74],"different":[75],"sources.":[76],"These":[77],"were":[79,124,202],"taken":[80],"Observational":[83],"Medical":[84],"Outcomes":[85],"Partnership":[86],"Common":[87],"Data":[88],"Model":[89],"(OMOP-CDM)":[90],"Pharmaceutical":[93],"Benefits":[94],"Scheme":[95],"(PBS)":[96],"schedule.":[97],"MATERIALS":[98],"AND":[99],"METHODS:":[100],"retrieved":[102,122],"patients":[103,123,201],"Practice":[107],"Based":[108],"Research":[109],"Network":[110],"data":[111],"repository":[112],"3":[114,227],"ATC":[115,228],"classification":[116],"groups":[117,172,229],"(A10,":[118],"N02A,":[119],"N06A).":[120],"The":[121,152],"further":[125],"verified":[126],"manually":[127],"pooled":[129],"form":[131],"a":[132,196,231],"reference":[133],"standard":[134],"which":[135],"was":[136],"assess":[139],"accuracy":[141],"precision,":[145,211],"recall,":[146,208],"F":[148],"measure":[149],"metrics.":[150],"RESULTS:":[151],"OMOP-CDM":[153,187],"identified":[155],"2.6%,":[156],"15.2%,":[157],"24.4%":[159],"more":[160],"drugs":[161,214],"than":[162],"PBS":[164,177],"A10,":[168],"N02A":[169,192],"N06A":[171],"respectively.":[173],"Despite":[174],"this,":[175],"generally":[179],"performed":[180],"same":[182],"as":[186],"except":[189],"Opioids":[193],"group,":[194],"where":[195],"significantly":[197],"greater":[198],"number":[199],"retrieved.":[203],"Both":[204],"exhibited":[206],"variable":[207],"perfect":[210],"with":[212],"all":[213],"found":[215,222],"be":[217],"correctly":[218],"identified.":[219],"CONCLUSION:":[220],"that":[223,243],"1":[224],"had":[230],"significant":[232],"difference":[233],"affected":[236],"performance.":[239],"Our":[240],"findings":[241],"highlighted":[242],"terminology":[245],"can":[247],"greatly":[248],"accuracy.":[252],"Clinical":[253],"researchers":[254],"should":[255],"carefully":[256],"evaluate":[257],"vocabulary":[258],"mapping":[259],"sources":[260],"including":[261],"methodologies":[262],"develop":[265],"those":[266],"mappings.":[267]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
