{"id":"https://openalex.org/W4386212965","doi":"https://doi.org/10.1093/jamia/ocad170","title":"Federated and distributed learning applications for electronic health records and structured medical data: a scoping review","display_name":"Federated and distributed learning applications for electronic health records and structured medical data: a scoping review","publication_year":2023,"publication_date":"2023-08-28","ids":{"openalex":"https://openalex.org/W4386212965","doi":"https://doi.org/10.1093/jamia/ocad170","pmid":"https://pubmed.ncbi.nlm.nih.gov/37639629"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocad170","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocad170","pdf_url":"https://academic.oup.com/jamia/advance-article-pdf/doi/10.1093/jamia/ocad170/51278539/ocad170.pdf","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":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://academic.oup.com/jamia/advance-article-pdf/doi/10.1093/jamia/ocad170/51278539/ocad170.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100336560","display_name":"Siqi Li","orcid":"https://orcid.org/0000-0003-2085-4938"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Siqi Li","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047547790","display_name":"Pinyan Liu","orcid":"https://orcid.org/0000-0002-7620-9076"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Pinyan Liu","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002084462","display_name":"Gustavo G. Nascimento","orcid":"https://orcid.org/0000-0002-4288-6300"},"institutions":[{"id":"https://openalex.org/I4210144008","display_name":"National Dental Centre of Singapore","ror":"https://ror.org/03w6pea42","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210144008"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Gustavo G Nascimento","raw_affiliation_strings":["National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","institution_ids":["https://openalex.org/I4210144008"]},{"raw_affiliation_string":"Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100599683","display_name":"Xinru Wang","orcid":"https://orcid.org/0009-0006-1545-834X"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xinru Wang","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013056078","display_name":"F\u00e1bio Renato Manzolli Leite","orcid":"https://orcid.org/0000-0002-8053-4517"},"institutions":[{"id":"https://openalex.org/I4210144008","display_name":"National Dental Centre of Singapore","ror":"https://ror.org/03w6pea42","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210144008"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Fabio Renato Manzolli Leite","raw_affiliation_strings":["National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","institution_ids":["https://openalex.org/I4210144008"]},{"raw_affiliation_string":"Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036008511","display_name":"Bibhas Chakraborty","orcid":"https://orcid.org/0000-0002-7366-0478"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG","US"],"is_corresponding":false,"raw_author_name":"Bibhas Chakraborty","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","Department of Biostatistics and Bioinformatics, Duke University , Durham, NC 27708, United States","Department of Statistics and Data Science, National University of Singapore , Singapore 117546, Singapore","Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University , Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Statistics and Data Science, National University of Singapore , Singapore 117546, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052512997","display_name":"Chuan Hong","orcid":"https://orcid.org/0000-0001-7056-9559"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chuan Hong","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Duke University , Durham, NC 27708, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University , Durham, NC 27708, United States","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040839683","display_name":"Yilin Ning","orcid":"https://orcid.org/0000-0002-6758-4472"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yilin Ning","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015716999","display_name":"Feng Xie","orcid":"https://orcid.org/0000-0002-0215-667X"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Feng Xie","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026604569","display_name":"Zhen Ling Teo","orcid":"https://orcid.org/0000-0003-3443-8601"},"institutions":[{"id":"https://openalex.org/I4210116917","display_name":"Singapore Eye Research Institute","ror":"https://ror.org/02crz6e12","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210116917"]},{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhen Ling Teo","raw_affiliation_strings":["Singapore National Eye Centre, Singapore, Singapore Eye Research Institute , Singapore 168751, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore National Eye Centre, Singapore, Singapore Eye Research Institute , Singapore 168751, Singapore","institution_ids":["https://openalex.org/I2799299286","https://openalex.org/I4210116917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032625133","display_name":"Daniel Shu Wei Ting","orcid":"https://orcid.org/0000-0003-2264-7174"},"institutions":[{"id":"https://openalex.org/I4210116917","display_name":"Singapore Eye Research Institute","ror":"https://ror.org/02crz6e12","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210116917"]},{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Daniel Shu Wei Ting","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","Singapore National Eye Centre, Singapore, Singapore Eye Research Institute , Singapore 168751, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Singapore National Eye Centre, Singapore, Singapore Eye Research Institute , Singapore 168751, Singapore","institution_ids":["https://openalex.org/I2799299286","https://openalex.org/I4210116917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043326652","display_name":"Hamed Haddadi","orcid":"https://orcid.org/0000-0002-5895-8903"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hamed Haddadi","raw_affiliation_strings":["Department of Computing, Imperial College London , London SW7 2AZ, England, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London , London SW7 2AZ, England, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087685316","display_name":"Marcus Eng Hock Ong","orcid":"https://orcid.org/0000-0001-7874-7612"},"institutions":[{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]},{"id":"https://openalex.org/I2251586001","display_name":"Singapore General Hospital","ror":"https://ror.org/036j6sg82","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2251586001"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Marcus Eng Hock Ong","raw_affiliation_strings":["Department of Emergency Medicine, Singapore General Hospital , Singapore 169608, Singapore","Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Singapore General Hospital , Singapore 169608, Singapore","institution_ids":["https://openalex.org/I2251586001"]},{"raw_affiliation_string":"Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047663812","display_name":"Marco Aur\u00e9lio Peres","orcid":"https://orcid.org/0000-0002-8329-2808"},"institutions":[{"id":"https://openalex.org/I4210144008","display_name":"National Dental Centre of Singapore","ror":"https://ror.org/03w6pea42","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210144008"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Marco Aur\u00e9lio Peres","raw_affiliation_strings":["National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore","Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Dental Research Institute Singapore, National Dental Centre Singapore , Singapore 168938, Singapore","institution_ids":["https://openalex.org/I4210144008"]},{"raw_affiliation_string":"Oral Health Academic Clinical Programme, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100367554","display_name":"Nan Liu","orcid":"https://orcid.org/0000-0003-3610-4883"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Nan Liu","raw_affiliation_strings":["Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","Institute of Data Science, National University of Singapore , Singapore 117602, Singapore","Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Quantitative Medicine, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Institute of Data Science, National University of Singapore , Singapore 117602, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Programme in Health Services and Systems Research, Duke-NUS Medical School , Singapore 169857, Singapore","institution_ids":["https://openalex.org/I4210126319"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5100367554"],"corresponding_institution_ids":["https://openalex.org/I165932596","https://openalex.org/I4210126319"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":5.5997,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.96792533,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"30","issue":"12","first_page":"2041","last_page":"2049"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8795999884605408,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8795999884605408,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.03500000014901161,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.010900000110268593,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/cinahl","display_name":"CINAHL","score":0.7943146824836731},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.6415361762046814},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6211888790130615},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.5689238905906677},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5144346356391907},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.5055034160614014},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.44805291295051575},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44708260893821716},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.4383465647697449},{"id":"https://openalex.org/keywords/electronic-data-capture","display_name":"Electronic data capture","score":0.4108227491378784},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.3398783206939697},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3083893656730652},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.24543896317481995},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21346443891525269},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.19837746024131775}],"concepts":[{"id":"https://openalex.org/C2781145037","wikidata":"https://www.wikidata.org/wiki/Q5011772","display_name":"CINAHL","level":3,"score":0.7943146824836731},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.6415361762046814},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6211888790130615},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.5689238905906677},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5144346356391907},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.5055034160614014},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.44805291295051575},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44708260893821716},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.4383465647697449},{"id":"https://openalex.org/C91790935","wikidata":"https://www.wikidata.org/wiki/Q5358348","display_name":"Electronic data capture","level":3,"score":0.4108227491378784},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3398783206939697},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3083893656730652},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.24543896317481995},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21346443891525269},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.19837746024131775},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009042","descriptor_name":"Motivation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":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},{"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":4,"locations":[{"id":"doi:10.1093/jamia/ocad170","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocad170","pdf_url":"https://academic.oup.com/jamia/advance-article-pdf/doi/10.1093/jamia/ocad170/51278539/ocad170.pdf","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:37639629","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37639629","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:10654866","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10654866","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10654866/pdf/ocad170.pdf","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"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/432063","is_oa":true,"landing_page_url":"https://hdl.handle.net/10072/432063","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocad170","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocad170","pdf_url":"https://academic.oup.com/jamia/advance-article-pdf/doi/10.1093/jamia/ocad170/51278539/ocad170.pdf","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"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G5849897902","display_name":null,"funder_award_id":"EP/W005271/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320316262","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386212965.pdf","grobid_xml":"https://content.openalex.org/works/W4386212965.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W2009410829","https://openalex.org/W2119318698","https://openalex.org/W2123737882","https://openalex.org/W2127675578","https://openalex.org/W2467651252","https://openalex.org/W2544902556","https://openalex.org/W2591882872","https://openalex.org/W2606065148","https://openalex.org/W2783522756","https://openalex.org/W2893405045","https://openalex.org/W2902433360","https://openalex.org/W2908007030","https://openalex.org/W2912213068","https://openalex.org/W2964162474","https://openalex.org/W2977072935","https://openalex.org/W2990739050","https://openalex.org/W2996582092","https://openalex.org/W3012501605","https://openalex.org/W3016632787","https://openalex.org/W3021654819","https://openalex.org/W3028537074","https://openalex.org/W3039226036","https://openalex.org/W3046671645","https://openalex.org/W3075432525","https://openalex.org/W3086590218","https://openalex.org/W3108533068","https://openalex.org/W3118996476","https://openalex.org/W3120801295","https://openalex.org/W3127851201","https://openalex.org/W3135716277","https://openalex.org/W3146142859","https://openalex.org/W3154716059","https://openalex.org/W3156830086","https://openalex.org/W3157557643","https://openalex.org/W3168097668","https://openalex.org/W3172809435","https://openalex.org/W3175230208","https://openalex.org/W3197552266","https://openalex.org/W3200669006","https://openalex.org/W3200840849","https://openalex.org/W3202996471","https://openalex.org/W3214470388","https://openalex.org/W3215776046","https://openalex.org/W4200109442","https://openalex.org/W4212774754","https://openalex.org/W4213044365","https://openalex.org/W4214758645","https://openalex.org/W4226271769","https://openalex.org/W4226461837","https://openalex.org/W4238009561","https://openalex.org/W4280499562","https://openalex.org/W4281555746","https://openalex.org/W4282837431","https://openalex.org/W4283707533","https://openalex.org/W4285149890","https://openalex.org/W4292967441","https://openalex.org/W4299674238","https://openalex.org/W4323294275","https://openalex.org/W6736082658","https://openalex.org/W6757007533","https://openalex.org/W6771179060","https://openalex.org/W6778049000","https://openalex.org/W6782137362","https://openalex.org/W6794507552"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W4391289313","https://openalex.org/W4296801289","https://openalex.org/W2158939484","https://openalex.org/W2178538661","https://openalex.org/W3005430338","https://openalex.org/W2800655270"],"abstract_inverted_index":{"OBJECTIVES:":[0],"Federated":[1],"learning":[2],"(FL)":[3],"has":[4,28],"gained":[5],"popularity":[6],"in":[7,10,32,44],"clinical":[8,26,45,152,161,231,244],"research":[9,162],"recent":[11],"years":[12],"to":[13,78,84,136,218,229],"facilitate":[14],"privacy-preserving":[15],"collaboration.":[16],"Structured":[17],"data,":[18,27,55],"one":[19,129,170],"of":[20,25,40,73,114,128,211],"the":[21,37,92,115,121,158,174,179,183],"most":[22,159],"prevalent":[23],"forms":[24],"experienced":[29],"significant":[30],"growth":[31],"volume":[33],"concurrently,":[34],"notably":[35],"with":[36,124,151,187],"widespread":[38],"adoption":[39],"electronic":[41,148],"health":[42,149],"records":[43],"practice.":[46],"This":[47],"review":[48],"examines":[49],"FL":[50,83,110,135,165,176,185,196,202,227],"applications":[51,203,228],"on":[52,204],"structured":[53,85,138,205],"medical":[54,86,206],"identifies":[56],"contemporary":[57],"limitations,":[58],"and":[59,76,88,109,154,195,233,236,242,246],"discusses":[60],"potential":[61],"innovations.":[62],"MATERIALS":[63],"AND":[64],"METHODS:":[65],"We":[66],"searched":[67],"5":[68],"databases,":[69],"SCOPUS,":[70],"MEDLINE,":[71],"Web":[72],"Science,":[74],"Embase,":[75],"CINAHL,":[77],"identify":[79],"articles":[80],"that":[81,133,164,238],"applied":[82,167],"data":[87,105,145,207],"reported":[89],"results":[90],"following":[91],"PRISMA":[93],"guidelines.":[94],"Each":[95],"selected":[96],"publication":[97],"was":[98,166],"evaluated":[99],"from":[100,147],"3":[101],"primary":[102],"perspectives,":[103],"including":[104],"quality,":[106],"modeling":[107],"strategies,":[108],"frameworks.":[111],"RESULTS:":[112],"Out":[113],"1193":[116],"papers":[117],"screened,":[118],"34":[119],"met":[120],"inclusion":[122],"criteria,":[123],"each":[125],"article":[126,171],"consisting":[127],"or":[130],"more":[131],"studies":[132,156],"used":[134],"handle":[137],"clinical/medical":[139],"data.":[140],"Of":[141],"these,":[142],"24":[143],"utilized":[144],"acquired":[146],"records,":[150],"predictions":[153],"association":[155],"being":[157],"common":[160],"tasks":[163],"to.":[168],"Only":[169],"exclusively":[172],"explored":[173,182],"vertical":[175],"setting,":[177,186],"while":[178],"remaining":[180],"33":[181],"horizontal":[184],"only":[188],"14":[189],"discussing":[190],"comparisons":[191],"between":[192],"single-site":[193,219],"(local)":[194],"(global)":[197],"analysis.":[198],"CONCLUSIONS:":[199],"The":[200],"existing":[201],"lack":[208],"sufficient":[209],"evaluations":[210],"clinically":[212],"meaningful":[213],"benefits,":[214],"particularly":[215],"when":[216],"compared":[217],"analyses.":[220],"Therefore,":[221],"it":[222],"is":[223],"crucial":[224],"for":[225],"future":[226],"prioritize":[230],"motivations":[232],"develop":[234],"designs":[235],"methodologies":[237],"can":[239],"effectively":[240],"support":[241],"aid":[243],"practice":[245],"research.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}