{"id":"https://openalex.org/W4409203553","doi":"https://doi.org/10.1038/s41746-025-01581-7","title":"A scoping review of OMOP CDM adoption for cancer research using real world data","display_name":"A scoping review of OMOP CDM adoption for cancer research using real world data","publication_year":2025,"publication_date":"2025-04-06","ids":{"openalex":"https://openalex.org/W4409203553","doi":"https://doi.org/10.1038/s41746-025-01581-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/40189628"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01581-7","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01581-7","pdf_url":"https://www.nature.com/articles/s41746-025-01581-7.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-025-01581-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100406711","display_name":"Liwei Wang","orcid":"https://orcid.org/0000-0001-9970-8604"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liwei Wang","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003128469","display_name":"Andrew Wen","orcid":"https://orcid.org/0000-0001-9090-8028"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Wen","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032226587","display_name":"Sunyang Fu","orcid":"https://orcid.org/0000-0003-1691-5179"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sunyang Fu","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069990109","display_name":"Xiaoyang Ruan","orcid":"https://orcid.org/0009-0006-7085-744X"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyang Ruan","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010869663","display_name":"Ming Huang","orcid":"https://orcid.org/0000-0001-7367-3626"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming Huang","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100448325","display_name":"Rui Li","orcid":"https://orcid.org/0000-0001-6051-4204"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Li","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023436656","display_name":"Qiuhao Lu","orcid":"https://orcid.org/0000-0003-2368-8410"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiuhao Lu","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041533861","display_name":"Heather Lyu","orcid":"https://orcid.org/0000-0001-7759-0799"},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heather Lyu","raw_affiliation_strings":["Department of Surgical Oncology, Division of Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgical Oncology, Division of Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101881308","display_name":"Andrew E. Williams","orcid":"https://orcid.org/0000-0002-0692-412X"},"institutions":[{"id":"https://openalex.org/I1290900354","display_name":"Tufts Medical Center","ror":"https://ror.org/002hsbm82","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1290900354"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew E. Williams","raw_affiliation_strings":["Clinical and Translational Science Institute, Tufts Medical Center, Boston, MA, USA","Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical and Translational Science Institute, Tufts Medical Center, Boston, MA, USA","institution_ids":["https://openalex.org/I1290900354"]},{"raw_affiliation_string":"Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA, USA","institution_ids":["https://openalex.org/I1290900354"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101585391","display_name":"Hongfang Liu","orcid":"https://orcid.org/0000-0003-2570-3741"},"institutions":[{"id":"https://openalex.org/I4210159031","display_name":"The University of Texas Health Science Center","ror":"https://ror.org/05cwbxa29","country_code":"US","type":"education","lineage":["https://openalex.org/I4210159031"]},{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hongfang Liu","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA. hongfang.liu@uth.tmc.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA. hongfang.liu@uth.tmc.edu","institution_ids":["https://openalex.org/I4210159031","https://openalex.org/I919571938"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101585391"],"corresponding_institution_ids":["https://openalex.org/I4210159031","https://openalex.org/I919571938"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":17.5969,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.99289319,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"189","last_page":"189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9954000115394592,"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":0.9954000115394592,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9830999970436096,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9045000076293945,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/real-world-data","display_name":"Real world data","score":0.5840387940406799},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43622562289237976},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36157166957855225}],"concepts":[{"id":"https://openalex.org/C3020493868","wikidata":"https://www.wikidata.org/wiki/Q55631277","display_name":"Real world data","level":2,"score":0.5840387940406799},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43622562289237976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36157166957855225}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1038/s41746-025-01581-7","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01581-7","pdf_url":"https://www.nature.com/articles/s41746-025-01581-7.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:40189628","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40189628","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:digitalcommons.library.tmc.edu:uthshis_docs-1648","is_oa":false,"landing_page_url":"https://digitalcommons.library.tmc.edu/uthshis_docs/661","pdf_url":null,"source":{"id":"https://openalex.org/S4377196655","display_name":"Digital Commons-TMC (Texas Medical Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1337852284","host_organization_name":"Texas Medical Center","host_organization_lineage":["https://openalex.org/I1337852284"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty, Staff and Student Publications","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:b7acef65f3cd466ea80c656071fab3de","is_oa":true,"landing_page_url":"https://doaj.org/article/b7acef65f3cd466ea80c656071fab3de","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":"npj Digital Medicine, Vol 8, Iss 1, Pp 1-11 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:10785810","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11973147","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":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-025-01581-7","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01581-7","pdf_url":"https://www.nature.com/articles/s41746-025-01581-7.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1557490745","display_name":null,"funder_award_id":"R01 HG012748","funder_id":"https://openalex.org/F4320337348","funder_display_name":"National Human Genome Research Institute"},{"id":"https://openalex.org/G1808951250","display_name":"Recruitment of Established Investigators","funder_award_id":"RR230020","funder_id":"https://openalex.org/F4320308129","funder_display_name":"Cancer Prevention and Research Institute of Texas"},{"id":"https://openalex.org/G1981418837","display_name":null,"funder_award_id":"RF1 AG072799","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G3595008145","display_name":null,"funder_award_id":"R01LM11934","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G5153934353","display_name":null,"funder_award_id":"R01HG12748","funder_id":"https://openalex.org/F4320337348","funder_display_name":"National Human Genome Research Institute"},{"id":"https://openalex.org/G683514226","display_name":null,"funder_award_id":"R01 LM011934","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G8550404864","display_name":null,"funder_award_id":"R01 AG072799","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"}],"funders":[{"id":"https://openalex.org/F4320308129","display_name":"Cancer Prevention and Research Institute of Texas","ror":"https://ror.org/0003xa228"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337348","display_name":"National Human Genome Research Institute","ror":"https://ror.org/00baak391"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409203553.pdf","grobid_xml":"https://content.openalex.org/works/W4409203553.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1126991912","https://openalex.org/W1988267137","https://openalex.org/W2027867013","https://openalex.org/W2075950485","https://openalex.org/W2138752966","https://openalex.org/W2157365260","https://openalex.org/W2275737843","https://openalex.org/W2313274475","https://openalex.org/W2771778675","https://openalex.org/W2774373932","https://openalex.org/W2782197291","https://openalex.org/W2784358526","https://openalex.org/W2786475710","https://openalex.org/W2891378911","https://openalex.org/W2901669506","https://openalex.org/W2905056516","https://openalex.org/W2913253891","https://openalex.org/W2915954436","https://openalex.org/W2940606024","https://openalex.org/W2946355579","https://openalex.org/W2952495494","https://openalex.org/W2977456252","https://openalex.org/W2994761064","https://openalex.org/W2995349381","https://openalex.org/W2999114503","https://openalex.org/W3009699614","https://openalex.org/W3029827228","https://openalex.org/W3030380485","https://openalex.org/W3030418177","https://openalex.org/W3031956118","https://openalex.org/W3033114437","https://openalex.org/W3039925657","https://openalex.org/W3084093211","https://openalex.org/W3096202326","https://openalex.org/W3099905215","https://openalex.org/W3118564271","https://openalex.org/W3125571263","https://openalex.org/W3139761694","https://openalex.org/W3162715508","https://openalex.org/W3165720345","https://openalex.org/W3182788443","https://openalex.org/W3185317139","https://openalex.org/W3198874920","https://openalex.org/W3200114657","https://openalex.org/W3204338555","https://openalex.org/W4205648407","https://openalex.org/W4207049822","https://openalex.org/W4220932802","https://openalex.org/W4221067549","https://openalex.org/W4223923497","https://openalex.org/W4224311829","https://openalex.org/W4224313385","https://openalex.org/W4225083136","https://openalex.org/W4226461689","https://openalex.org/W4229078288","https://openalex.org/W4280612469","https://openalex.org/W4281707955","https://openalex.org/W4282984451","https://openalex.org/W4285731114","https://openalex.org/W4289531747","https://openalex.org/W4289704769","https://openalex.org/W4303699900","https://openalex.org/W4310264088","https://openalex.org/W4311287932","https://openalex.org/W4361305356","https://openalex.org/W4367668760","https://openalex.org/W4375840928","https://openalex.org/W4379280097","https://openalex.org/W4385684870","https://openalex.org/W4385760103","https://openalex.org/W4386863543","https://openalex.org/W4388651350","https://openalex.org/W4389397788","https://openalex.org/W4389470629","https://openalex.org/W4392413980"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4308292299"],"abstract_inverted_index":{"The":[0],"Observational":[1],"Medical":[2],"Outcomes":[3],"Partnership":[4],"(OMOP)":[5],"common":[6],"data":[7,62,83,104,118,121,141],"model":[8,93],"(CDM)":[9],"supports":[10],"large-scale":[11],"research":[12,26,103],"by":[13],"enabling":[14],"distributed":[15],"network":[16],"analyses.":[17],"However,":[18],"the":[19,38,41,56,61,68,76],"breadth":[20],"of":[21,40,49,117,139],"its":[22],"adoption":[23,39],"in":[24,44,55,142],"cancer":[25,45,86,144],"is":[27],"not":[28],"well":[29],"understood.":[30],"We":[31],"conducted":[32],"a":[33],"scoping":[34],"review":[35,72],"to":[36,100,135],"describe":[37],"OMOP":[42,77],"CDM":[43,78],"research.":[46,145],"A":[47],"total":[48],"49":[50],"unique":[51],"articles":[52],"were":[53],"included":[54],"review,":[57],"with":[58],"30":[59],"on":[60,67],"analysis":[63],"theme,":[64],"and":[65,95,127],"20":[66],"infrastructure":[69],"theme.":[70],"This":[71],"highlighted":[73],"that":[74],"while":[75],"ecosystem":[79],"has":[80],"enabled":[81],"successful":[82],"support":[84],"for":[85,89,110],"research,":[87],"particularly":[88],"collaborative":[90],"studies,":[91],"ongoing":[92],"development":[94],"iterative":[96],"improvement":[97],"remain":[98],"needed":[99],"fulfill":[101],"additional":[102],"needs.":[105],"Expanding":[106],"disease":[107],"sites,":[108],"specifically":[109],"rare":[111],"cancers,":[112],"integrating":[113],"more":[114],"diverse":[115],"types":[116],"sources,":[119],"improving":[120],"quality,":[122],"adopting":[123],"advanced":[124],"analytics":[125],"methodology,":[126],"increasing":[128],"multisite":[129],"evaluations":[130],"serve":[131],"as":[132],"important":[133],"opportunities":[134],"facilitate":[136],"secondary":[137],"usage":[138],"observational":[140],"future":[143]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":7}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
