{"id":"https://openalex.org/W4377094875","doi":"https://doi.org/10.3233/shti230080","title":"Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?","display_name":"Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377094875","doi":"https://doi.org/10.3233/shti230080","pmid":"https://pubmed.ncbi.nlm.nih.gov/37203625"},"language":"en","primary_location":{"id":"doi:10.3233/shti230080","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230080","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230080","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230080","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090242240","display_name":"Cynthia Yang","orcid":"https://orcid.org/0000-0001-6769-3153"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Cynthia Yang","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080366536","display_name":"Egill A. Fri\u00f0geirsson","orcid":"https://orcid.org/0000-0001-9085-9369"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Egill A. Fridgeirsson","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005077862","display_name":"Jan A. Kors","orcid":"https://orcid.org/0000-0002-4929-026X"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jan A. Kors","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031506291","display_name":"Jenna Reps","orcid":"https://orcid.org/0000-0002-2970-0778"},"institutions":[{"id":"https://openalex.org/I4210151386","display_name":"Janssen (United States)","ror":"https://ror.org/05af73403","country_code":"US","type":"company","lineage":["https://openalex.org/I1330063522","https://openalex.org/I4210151386"]},{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL","US"],"is_corresponding":false,"raw_author_name":"Jenna M. Reps","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","Observational Health Data Analytics, Janssen Research and Development, Titusville, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]},{"raw_affiliation_string":"Observational Health Data Analytics, Janssen Research and Development, Titusville, NJ, USA","institution_ids":["https://openalex.org/I4210151386"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048645102","display_name":"Peter R. Rijnbeek","orcid":"https://orcid.org/0000-0003-0621-1979"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Peter R. Rijnbeek","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113071520","display_name":"Jenna Wong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111543","display_name":"Harvard Pilgrim Health Care","ror":"https://ror.org/01zxdeg39","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210111543"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenna Wong","raw_affiliation_strings":["Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA, USA","Harvard Medical School, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I4210111543","https://openalex.org/I136199984"]},{"raw_affiliation_string":"Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040836504","display_name":"Ross D. Williams","orcid":"https://orcid.org/0000-0001-7723-417X"},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ross D. Williams","raw_affiliation_strings":["Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Erasmus University Medical Center, Rotterdam, The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5090242240"],"corresponding_institution_ids":["https://openalex.org/I2801952686"],"apc_list":null,"apc_paid":null,"fwci":1.2835,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.76092416,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"302","issue":null,"first_page":"129","last_page":"130"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11719","display_name":"Data Quality and Management","score":0.9811999797821045,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9783999919891357,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stacking","display_name":"Stacking","score":0.9259197115898132},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6914122700691223},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.6369714736938477},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.6138156652450562},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.536684513092041},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43099892139434814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38145560026168823},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.08250105381011963},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.079109787940979}],"concepts":[{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.9259197115898132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6914122700691223},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.6369714736938477},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.6138156652450562},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.536684513092041},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43099892139434814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38145560026168823},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.08250105381011963},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.079109787940979},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti230080","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230080","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230080","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:37203625","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37203625","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:eur:oai:pure.eur.nl:publications/a2212937-2925-4ea4-888f-402764371a4e","is_oa":true,"landing_page_url":"https://pure.eur.nl/en/publications/a2212937-2925-4ea4-888f-402764371a4e","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, 302, 129 - 130. IOS Press BV","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3233/shti230080","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230080","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230080","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":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G2340101600","display_name":null,"funder_award_id":"806968","funder_id":"https://openalex.org/F4320326631","funder_display_name":"Innovative Medicines Initiative"},{"id":"https://openalex.org/G4956428346","display_name":null,"funder_award_id":"Horizon 2020 research and innovatio","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5036817778","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innov","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5180414528","display_name":null,"funder_award_id":"Innovative Medicines Initiative 2 Joint Undertakin","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5937994700","display_name":null,"funder_award_id":"No 806968","funder_id":"https://openalex.org/F4320326631","funder_display_name":"Innovative Medicines Initiative"},{"id":"https://openalex.org/G6059218570","display_name":null,"funder_award_id":"80696","funder_id":"https://openalex.org/F4320326631","funder_display_name":"Innovative Medicines Initiative"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8633428685","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innovat","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8692998141","display_name":null,"funder_award_id":"806968","funder_id":"https://openalex.org/F4320314178","funder_display_name":"European Federation of Pharmaceutical Industries and Associations"},{"id":"https://openalex.org/G8720798102","display_name":"European Health Data and Evidence Network","funder_award_id":"806968","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320314178","display_name":"European Federation of Pharmaceutical Industries and Associations","ror":"https://ror.org/00g1x4v36"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320326631","display_name":"Innovative Medicines Initiative","ror":"https://ror.org/019af4n30"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377094875.pdf","grobid_xml":"https://content.openalex.org/works/W4377094875.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W2799695199","https://openalex.org/W4210867182","https://openalex.org/W4281480917"],"related_works":["https://openalex.org/W2035329725","https://openalex.org/W4376641153","https://openalex.org/W2050788868","https://openalex.org/W4250391473","https://openalex.org/W4302292679","https://openalex.org/W2956222435","https://openalex.org/W4241625287","https://openalex.org/W2027634686","https://openalex.org/W2952283344","https://openalex.org/W3036164038"],"abstract_inverted_index":{"We":[0],"investigated":[1],"a":[2,12,24],"stacking":[3,25],"ensemble":[4,26],"method":[5],"that":[6],"combines":[7],"multiple":[8],"base":[9],"learners":[10],"within":[11],"database.":[13],"The":[14],"results":[15],"on":[16],"external":[17],"validation":[18],"across":[19],"four":[20],"large":[21],"databases":[22],"suggest":[23],"could":[27],"improve":[28],"model":[29],"transportability.":[30]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
