{"id":"https://openalex.org/W4413051981","doi":"https://doi.org/10.3233/shti251106","title":"Transforming the Medicare Claims Data to the OMOP Common Data Model","display_name":"Transforming the Medicare Claims Data to the OMOP Common Data Model","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413051981","doi":"https://doi.org/10.3233/shti251106","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776123"},"language":"en","primary_location":{"id":"doi:10.3233/shti251106","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251106","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251106","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031758969","display_name":"Yao An Lee","orcid":"https://orcid.org/0009-0008-3971-4242"},"institutions":[{"id":"https://openalex.org/I94062374","display_name":"Florida College","ror":"https://ror.org/010bgev76","country_code":"US","type":"education","lineage":["https://openalex.org/I94062374"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yao An Lee","raw_affiliation_strings":["Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA"],"raw_orcid":"https://orcid.org/0009-0008-3971-4242","affiliations":[{"raw_affiliation_string":"Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA","institution_ids":["https://openalex.org/I94062374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358936","display_name":"Ying L\u00fc","orcid":"https://orcid.org/0000-0002-4206-231X"},"institutions":[{"id":"https://openalex.org/I94062374","display_name":"Florida College","ror":"https://ror.org/010bgev76","country_code":"US","type":"education","lineage":["https://openalex.org/I94062374"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ying Lu","raw_affiliation_strings":["Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA","institution_ids":["https://openalex.org/I94062374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030951014","display_name":"Jiang Bian","orcid":"https://orcid.org/0000-0002-2238-5429"},"institutions":[{"id":"https://openalex.org/I1283055418","display_name":"Indiana University Health","ror":"https://ror.org/01aaptx40","country_code":"US","type":"funder","lineage":["https://openalex.org/I1283055418","https://openalex.org/I4388446366","https://openalex.org/I592451"]},{"id":"https://openalex.org/I1324682000","display_name":"Regenstrief Institute","ror":"https://ror.org/05f2ywb48","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1324682000"]},{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiang Bian","raw_affiliation_strings":["Biostatistics and Health Data Science, School of Medicine, Indiana University, Indiana, USA","Center for Biomedical Informatics, Regenstrief Institute, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0002-2238-5429","affiliations":[{"raw_affiliation_string":"Biostatistics and Health Data Science, School of Medicine, Indiana University, Indiana, USA","institution_ids":["https://openalex.org/I1283055418","https://openalex.org/I592451"]},{"raw_affiliation_string":"Center for Biomedical Informatics, Regenstrief Institute, Indiana, USA","institution_ids":["https://openalex.org/I1324682000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059070322","display_name":"Jingchuan Guo","orcid":"https://orcid.org/0000-0001-9799-2592"},"institutions":[{"id":"https://openalex.org/I94062374","display_name":"Florida College","ror":"https://ror.org/010bgev76","country_code":"US","type":"education","lineage":["https://openalex.org/I94062374"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingchuan Guo","raw_affiliation_strings":["Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA"],"raw_orcid":"https://orcid.org/0000-0001-9799-2592","affiliations":[{"raw_affiliation_string":"Pharmaceutical Outcomes & Policy, College of Pharmacy, University of Florida, Florida, USA","institution_ids":["https://openalex.org/I94062374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079221585","display_name":"Xing He","orcid":"https://orcid.org/0000-0003-0290-8058"},"institutions":[{"id":"https://openalex.org/I1283055418","display_name":"Indiana University Health","ror":"https://ror.org/01aaptx40","country_code":"US","type":"funder","lineage":["https://openalex.org/I1283055418","https://openalex.org/I4388446366","https://openalex.org/I592451"]},{"id":"https://openalex.org/I1324682000","display_name":"Regenstrief Institute","ror":"https://ror.org/05f2ywb48","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1324682000"]},{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xing He","raw_affiliation_strings":["Biostatistics and Health Data Science, School of Medicine, Indiana University, Indiana, USA","Center for Biomedical Informatics, Regenstrief Institute, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0003-0290-8058","affiliations":[{"raw_affiliation_string":"Biostatistics and Health Data Science, School of Medicine, Indiana University, Indiana, USA","institution_ids":["https://openalex.org/I1283055418","https://openalex.org/I592451"]},{"raw_affiliation_string":"Center for Biomedical Informatics, Regenstrief Institute, Indiana, USA","institution_ids":["https://openalex.org/I1324682000"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5031758969"],"corresponding_institution_ids":["https://openalex.org/I94062374"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41576605,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"329","issue":null,"first_page":"1570","last_page":"1571"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10350","display_name":"Electronic Health Records Systems","score":0.961899995803833,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9492999911308289,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.8088736534118652},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7328592538833618},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.628728449344635},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5743255019187927},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.5529883503913879},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5469796657562256},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5395476222038269},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.4891405403614044},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.48872995376586914},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.42986077070236206},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.42033934593200684},{"id":"https://openalex.org/keywords/general-partnership","display_name":"General partnership","score":0.4161122739315033},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41216525435447693},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3665968179702759},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15326803922653198},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11931270360946655},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08958914875984192}],"concepts":[{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.8088736534118652},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7328592538833618},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.628728449344635},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5743255019187927},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.5529883503913879},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5469796657562256},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5395476222038269},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4891405403614044},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.48872995376586914},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.42986077070236206},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.42033934593200684},{"id":"https://openalex.org/C71750763","wikidata":"https://www.wikidata.org/wiki/Q646164","display_name":"General partnership","level":2,"score":0.4161122739315033},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41216525435447693},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3665968179702759},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15326803922653198},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11931270360946655},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08958914875984192},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006278","descriptor_name":"Medicare","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D006278","descriptor_name":"Medicare","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D006278","descriptor_name":"Medicare","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D006278","descriptor_name":"Medicare","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","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":"D007345","descriptor_name":"Insurance Claim Review","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D007345","descriptor_name":"Insurance Claim Review","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","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":"D065709","descriptor_name":"Common Data Elements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065709","descriptor_name":"Common Data Elements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251106","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251106","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776123","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776123","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251106","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251106","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4286750062","https://openalex.org/W2901307568","https://openalex.org/W2618163531","https://openalex.org/W2020045149","https://openalex.org/W2548532473","https://openalex.org/W2897583753","https://openalex.org/W2116862600","https://openalex.org/W2398119633","https://openalex.org/W73205277","https://openalex.org/W2245848650"],"abstract_inverted_index":{"Integrating":[0],"heterogeneous":[1],"healthcare":[2,137],"datasets,":[3],"such":[4],"as":[5],"claims":[6,42],"and":[7,27,55,67,81,105,127],"electronic":[8],"health":[9],"records,":[10],"is":[11],"important":[12],"for":[13,139],"making":[14],"real-world":[15],"data":[16,25,43,79],"analytical-ready":[17],"but":[18],"poses":[19],"challenges":[20],"due":[21],"to":[22,39,112],"variations":[23,110],"in":[24,88,115],"structures":[26],"clinical":[28,106,130],"terminologies.":[29],"We":[30],"developed":[31,62],"a":[32,84],"systematic":[33],"Extract,":[34],"Transform,":[35],"Load":[36],"(ETL)":[37],"pipeline":[38],"transform":[40],"Medicare":[41],"into":[44],"the":[45,64,93,116,133],"Observational":[46],"Medical":[47],"Outcomes":[48],"Partnership":[49],"Common":[50],"Data":[51,94],"Model,":[52],"enabling":[53],"interoperability":[54],"standardized":[56],"analytics.":[57,141],"The":[58],"ETL":[59,74],"process":[60],"was":[61],"using":[63,92],"ETL-CMS":[65],"framework":[66,121],"enhanced":[68],"with":[69,108],"updated":[70],"procedures":[71],"utilizing":[72],"open-source":[73],"tools-WhiteRabbit.":[75],"Rigorous":[76],"testing":[77],"ensured":[78],"accuracy":[80],"consistency,":[82],"achieving":[83],"99.2%":[85],"passing":[86],"rate":[87],"quality":[89],"check":[90],"assessment":[91],"Quality":[95],"Dashboard.":[96],"Comparative":[97],"analysis":[98],"demonstrated":[99],"an":[100],"accurate":[101],"representation":[102],"of":[103,135],"demographics":[104],"comorbidities,":[107],"slight":[109],"attributed":[111],"syntactic":[113],"errors":[114],"source":[117],"data.":[118],"This":[119],"scalable":[120],"fosters":[122],"interoperability,":[123],"supports":[124],"global":[125],"standards,":[126],"enables":[128],"collaborative":[129],"research,":[131],"advancing":[132],"integration":[134],"diverse":[136],"datasets":[138],"improved":[140]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
