{"id":"https://openalex.org/W4206767275","doi":"https://doi.org/10.3233/shti210926","title":"Machine Learning, Clinical Notes and Knowledge Graphs for Early Prediction of Acute Kidney Injury in the Intensive Care","display_name":"Machine Learning, Clinical Notes and Knowledge Graphs for Early Prediction of Acute Kidney Injury in the Intensive Care","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4206767275","doi":"https://doi.org/10.3233/shti210926","pmid":"https://pubmed.ncbi.nlm.nih.gov/35062159"},"language":"en","primary_location":{"id":"doi:10.3233/shti210926","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210926","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210926","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210926","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Iacopo Vagliano","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"funder","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Iacopo Vagliano","raw_affiliation_strings":["Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands","institution_ids":["https://openalex.org/I4210151833"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei-Hsiang Hsu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"funder","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Wei-Hsiang Hsu","raw_affiliation_strings":["Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands","institution_ids":["https://openalex.org/I4210151833"]}]},{"author_position":"last","author":{"id":null,"display_name":"Martijn C. Schut","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151833","display_name":"Amsterdam University Medical Centers","ror":"https://ror.org/05grdyy37","country_code":"NL","type":"funder","lineage":["https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Martijn C. Schut","raw_affiliation_strings":["Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Dept. of Medical Informatics, Amsterdam UMC, Location AMC, The Netherlands","institution_ids":["https://openalex.org/I4210151833"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210151833"],"apc_list":null,"apc_paid":null,"fwci":2.0535,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87304348,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"289","issue":null,"first_page":"329","last_page":"332"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10684","display_name":"Acute Kidney Injury Research","score":0.527899980545044,"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":0.527899980545044,"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":0.09700000286102295,"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/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.03819999843835831,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/acute-kidney-injury","display_name":"Acute kidney injury","score":0.8246999979019165},{"id":"https://openalex.org/keywords/intensive-care","display_name":"Intensive care","score":0.6499999761581421},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.38429999351501465},{"id":"https://openalex.org/keywords/renal-function","display_name":"Renal function","score":0.36559998989105225},{"id":"https://openalex.org/keywords/acute-care","display_name":"Acute care","score":0.3529999852180481},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.33869999647140503},{"id":"https://openalex.org/keywords/predictive-value","display_name":"Predictive value","score":0.2930999994277954}],"concepts":[{"id":"https://openalex.org/C2780472472","wikidata":"https://www.wikidata.org/wiki/Q424337","display_name":"Acute kidney injury","level":2,"score":0.8246999979019165},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7092999815940857},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.6834999918937683},{"id":"https://openalex.org/C2987404301","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care","level":2,"score":0.6499999761581421},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.45339998602867126},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.38429999351501465},{"id":"https://openalex.org/C159641895","wikidata":"https://www.wikidata.org/wiki/Q108377937","display_name":"Renal function","level":2,"score":0.36559998989105225},{"id":"https://openalex.org/C2781385661","wikidata":"https://www.wikidata.org/wiki/Q4677918","display_name":"Acute care","level":3,"score":0.3529999852180481},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.33869999647140503},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.32339999079704285},{"id":"https://openalex.org/C3019719930","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value","level":2,"score":0.2930999994277954},{"id":"https://openalex.org/C2778653478","wikidata":"https://www.wikidata.org/wiki/Q1054718","display_name":"Kidney disease","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C2982822547","wikidata":"https://www.wikidata.org/wiki/Q179661","display_name":"Medical treatment","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C3018838755","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Medical care","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C2991859549","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Critically ill","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C2776376669","wikidata":"https://www.wikidata.org/wiki/Q5094647","display_name":"Intensive care unit","level":2,"score":0.25529998540878296}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003422","descriptor_name":"Critical Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007362","descriptor_name":"Intensive Care Units","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058186","descriptor_name":"Acute Kidney Injury","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D058186","descriptor_name":"Acute Kidney Injury","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D058186","descriptor_name":"Acute Kidney Injury","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.3233/shti210926","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210926","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210926","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35062159","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35062159","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:pure.amsterdamumc.nl:publications/ee9037a1-4b44-4eb6-94cf-8fdd90c07259","is_oa":true,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/ee9037a1-4b44-4eb6-94cf-8fdd90c07259","pdf_url":"https://pure.amsterdamumc.nl/ws/files/152255339/Machine-learning-clinical-notes-and-knowledge-graphs-for-early-prediction-of-acute-kidney-injury-in-the-intensive-care.pdf","source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Vagliano, I, Hsu, W-H & Schut, M C 2022, 'Machine Learning, Clinical Notes and Knowledge Graphs for Early Prediction of Acute Kidney Injury in the Intensive Care', Studies in health technology and informatics, vol. 289, pp. 329-332. https://doi.org/10.3233/SHTI210926","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:amcpub:oai:pure.amc.nl:publications/8b430055-ac1f-4d79-91e0-b3c151f38445","is_oa":true,"landing_page_url":"https://pure.amc.nl/en/publications/machine-learning-clinical-notes-and-knowledge-graphs-for-early-prediction-of-acute-kidney-injury-in-the-intensive-care(8b430055-ac1f-4d79-91e0-b3c151f38445).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Studies in health technology and informatics, 289, 329 - 332. IOS Press","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:share.osf.io:45a2defb-4f9f-48cb-93b1-88049d6bc48f","is_oa":false,"landing_page_url":"https://osf.io/q9aek","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Project"},{"id":"pmh:oai:share.osf.io:E00AA-429-95E","is_oa":false,"landing_page_url":"http://osf.io/q9aek/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"project"}],"best_oa_location":{"id":"doi:10.3233/shti210926","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210926","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210926","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206767275.pdf","grobid_xml":"https://content.openalex.org/works/W4206767275.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2141559993","https://openalex.org/W2153579005","https://openalex.org/W2396881363","https://openalex.org/W2900201138","https://openalex.org/W2991187871","https://openalex.org/W3135751641","https://openalex.org/W4231300463","https://openalex.org/W6630217047","https://openalex.org/W6666761814"],"related_works":[],"abstract_inverted_index":{"Acute":[0],"kidney":[1,9],"injury":[2],"(AKI)":[3],"is":[4,12,30],"an":[5,26],"abrupt":[6],"decrease":[7],"of":[8,28,34],"function":[10],"which":[11],"common":[13],"in":[14],"the":[15,31],"intensive":[16],"care.":[17],"Many":[18],"AKI":[19,54],"prediction":[20],"models":[21],"have":[22],"been":[23,43],"proposed,":[24],"but":[25,61],"analysis":[27],"what":[29],"added":[32],"value":[33],"clinical":[35,59,63,81],"notes":[36,64],"and":[37,47,65],"medical":[38,66],"terminologies":[39],"has":[40],"not":[41,57],"yet":[42],"conducted.":[44],"We":[45],"developed":[46],"internally":[48],"validated":[49],"a":[50],"model":[51,78],"to":[52],"predict":[53],"that":[55],"includes":[56],"only":[58,80],"variables,":[60],"also":[62],"terminologies.":[67],"Our":[68],"results":[69],"were":[70],"overall":[71],"good":[72],"(AUROC":[73,83],">":[74],"0.80).":[75],"The":[76],"best":[77],"used":[79],"variables":[82],"0.899).":[84]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2022-01-25T00:00:00"}
