{"id":"https://openalex.org/W4387454120","doi":"https://doi.org/10.1007/s13755-023-00248-5","title":"Federated machine learning for predicting acute kidney injury in critically ill patients: a multicenter study in Taiwan","display_name":"Federated machine learning for predicting acute kidney injury in critically ill patients: a multicenter study in Taiwan","publication_year":2023,"publication_date":"2023-10-09","ids":{"openalex":"https://openalex.org/W4387454120","doi":"https://doi.org/10.1007/s13755-023-00248-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/37822805"},"language":"en","primary_location":{"id":"doi:10.1007/s13755-023-00248-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00248-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00248-5.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00248-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028922620","display_name":"Chun-Te Huang","orcid":"https://orcid.org/0000-0003-0725-4938"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]},{"id":"https://openalex.org/I4210091773","display_name":"Taichung Veterans General Hospital","ror":"https://ror.org/00e87hq62","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210091773"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Te Huang","raw_affiliation_strings":["Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan","Nephrology and Critical Care Medicine, Department of Internal Medicine and Critical Care Medicine, Taichung Veterans General Hospital, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Nephrology and Critical Care Medicine, Department of Internal Medicine and Critical Care Medicine, Taichung Veterans General Hospital, Taichung, Taiwan","institution_ids":["https://openalex.org/I4210091773"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087618198","display_name":"Tsai\u2010Jung Wang","orcid":"https://orcid.org/0000-0003-2531-8384"},"institutions":[{"id":"https://openalex.org/I4210091773","display_name":"Taichung Veterans General Hospital","ror":"https://ror.org/00e87hq62","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210091773"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tsai-Jung Wang","raw_affiliation_strings":["Nephrology and Critical Care Medicine, Department of Internal Medicine and Critical Care Medicine, Taichung Veterans General Hospital, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nephrology and Critical Care Medicine, Department of Internal Medicine and Critical Care Medicine, Taichung Veterans General Hospital, Taichung, Taiwan","institution_ids":["https://openalex.org/I4210091773"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059454187","display_name":"Li\u2010Kuo Kuo","orcid":"https://orcid.org/0000-0002-2560-8480"},"institutions":[{"id":"https://openalex.org/I2802753785","display_name":"Mackay Memorial Hospital","ror":"https://ror.org/015b6az38","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I2802753785"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Kuo Kuo","raw_affiliation_strings":["Department of Critical Care Medicine, MacKay Memorial Hospital, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, MacKay Memorial Hospital, Taipei, Taiwan","institution_ids":["https://openalex.org/I2802753785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081321440","display_name":"Ming\u2010Ju Tsai","orcid":"https://orcid.org/0000-0003-3621-3334"},"institutions":[{"id":"https://openalex.org/I152743029","display_name":"Kaohsiung Medical University","ror":"https://ror.org/03gk81f96","country_code":"TW","type":"education","lineage":["https://openalex.org/I152743029"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Ju Tsai","raw_affiliation_strings":["Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I152743029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091363462","display_name":"Cong-Tat Cia","orcid":"https://orcid.org/0000-0002-1552-1082"},"institutions":[{"id":"https://openalex.org/I4210158999","display_name":"National Cheng Kung University Hospital","ror":"https://ror.org/04zx3rq17","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158999"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cong-Tat Cia","raw_affiliation_strings":["Division of Critical Care Medicine, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Critical Care Medicine, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I4210158999"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085368986","display_name":"Dung-Hung Chiang","orcid":null},"institutions":[{"id":"https://openalex.org/I2803004286","display_name":"Taipei Veterans General Hospital","ror":"https://ror.org/03ymy8z76","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I2803004286"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Dung-Hung Chiang","raw_affiliation_strings":["Department of Critical Care Medicine, Taipei Veterans General Hospital, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Critical Care Medicine, Taipei Veterans General Hospital, Taipei, Taiwan","institution_ids":["https://openalex.org/I2803004286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103620509","display_name":"Po-Jen Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I2802753785","display_name":"Mackay Memorial Hospital","ror":"https://ror.org/015b6az38","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I2802753785"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Po-Jen Chang","raw_affiliation_strings":["Department of Information Technology, MacKay Memorial Hospital, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, MacKay Memorial Hospital, Taipei, Taiwan","institution_ids":["https://openalex.org/I2802753785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027593926","display_name":"Inn\u2010Wen Chong","orcid":"https://orcid.org/0000-0001-8328-8684"},"institutions":[{"id":"https://openalex.org/I152743029","display_name":"Kaohsiung Medical University","ror":"https://ror.org/03gk81f96","country_code":"TW","type":"education","lineage":["https://openalex.org/I152743029"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Inn-Wen Chong","raw_affiliation_strings":["Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I152743029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113932484","display_name":"Yi-Shan Tsai","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158999","display_name":"National Cheng Kung University Hospital","ror":"https://ror.org/04zx3rq17","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158999"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Shan Tsai","raw_affiliation_strings":["Department of Diagnostic Radiology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diagnostic Radiology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I4210158999"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059739856","display_name":"Yuan-Chia Chu","orcid":"https://orcid.org/0000-0002-0997-5168"},"institutions":[{"id":"https://openalex.org/I2803004286","display_name":"Taipei Veterans General Hospital","ror":"https://ror.org/03ymy8z76","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I2803004286"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yuan-Chia Chu","raw_affiliation_strings":["Department of Information Technology, Taipei Veterans General Hospital, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Taipei Veterans General Hospital, Taipei, Taiwan","institution_ids":["https://openalex.org/I2803004286"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101669561","display_name":"Chia\u2010Jen Liu","orcid":"https://orcid.org/0000-0001-7945-9292"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Jen Liu","raw_affiliation_strings":["Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031789681","display_name":"Cheng\u2010Hsu Chen","orcid":"https://orcid.org/0000-0002-1299-5055"},"institutions":[{"id":"https://openalex.org/I4210091773","display_name":"Taichung Veterans General Hospital","ror":"https://ror.org/00e87hq62","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210091773"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Hsu Chen","raw_affiliation_strings":["Division of Nephrology, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Nephrology, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan","institution_ids":["https://openalex.org/I4210091773"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035521529","display_name":"Kai-Chih Pai","orcid":"https://orcid.org/0000-0002-4379-1186"},"institutions":[{"id":"https://openalex.org/I169090423","display_name":"Tunghai University","ror":"https://ror.org/00zhvdn11","country_code":"TW","type":"education","lineage":["https://openalex.org/I169090423"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Kai-Chih Pai","raw_affiliation_strings":["College of Engineering, Tunghai University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Tunghai University, Taichung, Taiwan","institution_ids":["https://openalex.org/I169090423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101510548","display_name":"Chieh\u2010Liang Wu","orcid":"https://orcid.org/0000-0001-5322-7426"},"institutions":[{"id":"https://openalex.org/I162838928","display_name":"National Chung Hsing University","ror":"https://ror.org/05vn3ca78","country_code":"TW","type":"education","lineage":["https://openalex.org/I162838928"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chieh-Liang Wu","raw_affiliation_strings":["College of Medicine, National Chung Hshin University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Medicine, National Chung Hshin University, Taichung, Taiwan","institution_ids":["https://openalex.org/I162838928"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5035521529","https://openalex.org/A5101510548"],"corresponding_institution_ids":["https://openalex.org/I162838928","https://openalex.org/I169090423"],"apc_list":{"value":3590,"currency":"USD","value_usd":3590},"apc_paid":{"value":3590,"currency":"USD","value_usd":3590},"fwci":2.1184,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88057017,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"11","issue":"1","first_page":"48","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10684","display_name":"Acute Kidney Injury Research","score":0.927299976348877,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"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/T10684","display_name":"Acute Kidney Injury Research","score":0.927299976348877,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.017000000923871994,"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/T14189","display_name":"Intravenous Infusion Technology and Safety","score":0.0052999998442828655,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6865872144699097},{"id":"https://openalex.org/keywords/critically-ill","display_name":"Critically ill","score":0.6597113609313965},{"id":"https://openalex.org/keywords/acute-kidney-injury","display_name":"Acute kidney injury","score":0.6508452892303467},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6169558763504028},{"id":"https://openalex.org/keywords/referral","display_name":"Referral","score":0.552311897277832},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.5475202798843384},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.5375708341598511},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4867863357067108},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.456174373626709},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.43801695108413696},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3858034908771515},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.38508468866348267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36187422275543213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23223325610160828},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.17080697417259216},{"id":"https://openalex.org/keywords/family-medicine","display_name":"Family medicine","score":0.09511995315551758}],"concepts":[{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6865872144699097},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.6597113609313965},{"id":"https://openalex.org/C2780472472","wikidata":"https://www.wikidata.org/wiki/Q424337","display_name":"Acute kidney injury","level":2,"score":0.6508452892303467},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6169558763504028},{"id":"https://openalex.org/C2776135927","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Referral","level":2,"score":0.552311897277832},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.5475202798843384},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.5375708341598511},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4867863357067108},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.456174373626709},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.43801695108413696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3858034908771515},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.38508468866348267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36187422275543213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23223325610160828},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.17080697417259216},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.09511995315551758}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s13755-023-00248-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00248-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00248-5.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},{"id":"pmid:37822805","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37822805","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":"Health information science and systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10562351","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10562351","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10562351/pdf/13755_2023_Article_248.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Health Inf Sci Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s13755-023-00248-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00248-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00248-5.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"},{"id":"https://openalex.org/F4320322950","display_name":"Mackay Memorial Hospital","ror":"https://ror.org/015b6az38"},{"id":"https://openalex.org/F4320326232","display_name":"Taichung Veterans General Hospital","ror":null},{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387454120.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W1985124628","https://openalex.org/W2006940889","https://openalex.org/W2022511345","https://openalex.org/W2141559993","https://openalex.org/W2142336103","https://openalex.org/W2146081758","https://openalex.org/W2160274305","https://openalex.org/W2282896710","https://openalex.org/W2336953913","https://openalex.org/W2794885170","https://openalex.org/W2911964244","https://openalex.org/W2943786270","https://openalex.org/W2964696298","https://openalex.org/W2968660376","https://openalex.org/W2973683152","https://openalex.org/W2977262858","https://openalex.org/W3012501605","https://openalex.org/W3048873596","https://openalex.org/W3086590218","https://openalex.org/W3098674050","https://openalex.org/W3135751641","https://openalex.org/W3177086065","https://openalex.org/W3191280566","https://openalex.org/W3200840849","https://openalex.org/W3203359277","https://openalex.org/W4211157472","https://openalex.org/W4225272053","https://openalex.org/W4233026002","https://openalex.org/W4280556240","https://openalex.org/W4281485033","https://openalex.org/W4282924988","https://openalex.org/W4290861046","https://openalex.org/W4308179657","https://openalex.org/W4310852955","https://openalex.org/W4311823578","https://openalex.org/W4318755628"],"related_works":["https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3193043704","https://openalex.org/W3171520305","https://openalex.org/W4386690025","https://openalex.org/W3208169454","https://openalex.org/W4322710485","https://openalex.org/W4315777889","https://openalex.org/W3201348321","https://openalex.org/W4294691859"],"abstract_inverted_index":{"Purpose:":[0],"To":[1],"address":[2],"the":[3,41,60,103,110,121,144,159,163,177,185,197,201,228],"contentious":[4],"data":[5,39],"sharing":[6],"across":[7,76,90,232],"hospitals,":[8],"this":[9],"study":[10,37,97],"adopted":[11],"a":[12,217],"novel":[13,229],"approach,":[14],"federated":[15],"learning":[16],"(FL),":[17],"to":[18,53,191],"establish":[19],"an":[20,141],"aggregate":[21],"model":[22,89,116,123,180,198,208],"for":[23,169,181,209],"acute":[24],"kidney":[25],"injury":[26],"(AKI)":[27],"prediction":[28,79,88,207],"in":[29,33,73,211],"critically":[30,170],"ill":[31,171],"patients":[32,213],"Taiwan.":[34,77],"Methods:":[35],"This":[36],"used":[38],"from":[40,51,102,109,189],"Critical":[42],"Care":[43],"Database":[44],"of":[45,59,69,149,167,176,220],"Taichung":[46],"Veterans":[47],"General":[48],"Hospital":[49],"(TCVGH)":[50],"2015":[52],"2020":[54,68],"and":[55,67,83,105,120,137,223],"electrical":[56],"medical":[57],"records":[58],"intensive":[61],"care":[62],"units":[63],"(ICUs)":[64],"between":[65],"2018":[66],"four":[70,112,186,202],"referral":[71],"centers":[72],"different":[74],"areas":[75],"AKI":[78,168,210],"models":[80],"were":[81,162],"trained":[82],"validated":[84],"thereupon.":[85],"An":[86],"FL-based":[87],"hospitals":[91,187,233],"was":[92,214,234],"then":[93],"established.":[94],"Results:":[95],"The":[96,114,152,173,238],"included":[98],"16,732":[99],"ICU":[100,107,212],"admissions":[101,108],"TCVGH":[104],"38,424":[106],"other":[111],"hospitals.":[113],"complete":[115],"with":[117,124,140,216],"60":[118],"features":[119,126,161],"parsimonious":[122,179],"21":[125],"demonstrated":[127,157],"comparable":[128],"accuracies":[129],"using":[130],"extreme":[131],"gradient":[132],"boosting,":[133],"neural":[134],"network":[135],"(NN),":[136],"random":[138],"forest,":[139],"area":[142],"under":[143],"receiver-operating":[145],"characteristic":[146],"(AUROC)":[147],"curve":[148,175],"approximately":[150],"0.90.":[151],"Shapley":[153],"Additive":[154],"Explanations":[155],"plot":[156],"that":[158],"selected":[160],"key":[164],"clinical":[165],"components":[166],"patients.":[172],"AUROC":[174],"established":[178],"external":[182],"validation":[183],"at":[184,200,245],"ranged":[188],"0.760":[190],"0.865.":[192],"NN-based":[193],"FL":[194,230],"slightly":[195],"improved":[196],"performance":[199],"centers.":[203],"Conclusion:":[204],"A":[205],"reliable":[206],"developed":[215],"lead":[218],"time":[219],"24":[221],"h,":[222],"it":[224],"performed":[225],"better":[226],"when":[227],"platform":[231],"implemented.":[235],"Supplementary":[236],"Information:":[237],"online":[239],"version":[240],"contains":[241],"supplementary":[242],"material":[243],"available":[244],"10.1007/s13755-023-00248-5.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}