{"id":"https://openalex.org/W3024288074","doi":"https://doi.org/10.1371/journal.pcbi.1007866","title":"Learning clinical networks from medical records based on information estimates in mixed-type data","display_name":"Learning clinical networks from medical records based on information estimates in mixed-type data","publication_year":2020,"publication_date":"2020-05-18","ids":{"openalex":"https://openalex.org/W3024288074","doi":"https://doi.org/10.1371/journal.pcbi.1007866","mag":"3024288074","pmid":"https://pubmed.ncbi.nlm.nih.gov/32421707"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1007866","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007866","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pcbi.1007866","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053090823","display_name":"Vincent Cabeli","orcid":"https://orcid.org/0000-0003-0818-2518"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I80043","display_name":"Institut Curie","ror":"https://ror.org/04t0gwh46","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I80043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Cabeli","raw_affiliation_strings":["Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":"https://orcid.org/0000-0003-0818-2518","affiliations":[{"raw_affiliation_string":"Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","institution_ids":["https://openalex.org/I80043","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013032971","display_name":"Louis Verny","orcid":"https://orcid.org/0000-0003-0094-0513"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I80043","display_name":"Institut Curie","ror":"https://ror.org/04t0gwh46","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I80043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Louis Verny","raw_affiliation_strings":["Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","institution_ids":["https://openalex.org/I80043","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057384291","display_name":"Nadir Sella","orcid":"https://orcid.org/0000-0002-4231-8573"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4389425324","display_name":"Laboratoire d'Informatique M\u00e9dicale et d'Ing\u00e9nierie des Connaissances en e-Sant\u00e9","ror":"https://ror.org/01jr1v359","country_code":null,"type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210091279","https://openalex.org/I4389425324"]},{"id":"https://openalex.org/I80043","display_name":"Institut Curie","ror":"https://ror.org/04t0gwh46","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I80043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nadir Sella","raw_affiliation_strings":["Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","LIMICS, UMRS 1142, 15 rue de l'\u00e9cole de m\u00e9decine, 75006 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":"https://orcid.org/0000-0002-4231-8573","affiliations":[{"raw_affiliation_string":"Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","institution_ids":["https://openalex.org/I80043","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIMICS, UMRS 1142, 15 rue de l'\u00e9cole de m\u00e9decine, 75006 Paris, France","institution_ids":["https://openalex.org/I4389425324"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086941438","display_name":"Guido Uguzzoni","orcid":"https://orcid.org/0000-0003-4192-2864"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I80043","display_name":"Institut Curie","ror":"https://ror.org/04t0gwh46","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I80043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Guido Uguzzoni","raw_affiliation_strings":["Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":"https://orcid.org/0000-0003-4192-2864","affiliations":[{"raw_affiliation_string":"Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","institution_ids":["https://openalex.org/I80043","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068253927","display_name":"Marc Verny","orcid":"https://orcid.org/0000-0001-7960-9705"},"institutions":[{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210121705","display_name":"Piti\u00e9-Salp\u00eatri\u00e8re Hospital","ror":"https://ror.org/02mh9a093","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159","https://openalex.org/I4210121705"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Marc Verny","raw_affiliation_strings":["H\u00f4pital La Piti\u00e9-Salp\u00eatri\u00e8re, 47-83 boulevard de l'H\u00f4pital, 75013 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":"https://orcid.org/0000-0001-7960-9705","affiliations":[{"raw_affiliation_string":"H\u00f4pital La Piti\u00e9-Salp\u00eatri\u00e8re, 47-83 boulevard de l'H\u00f4pital, 75013 Paris, France","institution_ids":["https://openalex.org/I4210121705","https://openalex.org/I39804081"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086939392","display_name":"Herv\u00e9 Isambert","orcid":"https://orcid.org/0000-0001-9638-8545"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I3017942884","display_name":"Institut de Math\u00e9matiques de Jussieu-Paris Rive Gauche","ror":"https://ror.org/03fk87k11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I204730241","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210141950"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I80043","display_name":"Institut Curie","ror":"https://ror.org/04t0gwh46","country_code":"FR","type":"nonprofit","lineage":["https://openalex.org/I80043"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Herv\u00e9 Isambert","raw_affiliation_strings":["Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France"],"raw_orcid":"https://orcid.org/0000-0001-9638-8545","affiliations":[{"raw_affiliation_string":"Institut Curie, PSL Research University, CNRS, UMR168, 26 rue d'Ulm, 75005 Paris, France","institution_ids":["https://openalex.org/I80043","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Sorbonne Universit\u00e9, 4, place Jussieu, 75005 Paris, France","institution_ids":["https://openalex.org/I3017942884","https://openalex.org/I39804081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5068253927","https://openalex.org/A5086939392"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2746051580","https://openalex.org/I3017942884","https://openalex.org/I39804081","https://openalex.org/I4210121705","https://openalex.org/I80043"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":1.4948,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.86226035,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"16","issue":"5","first_page":"e1007866","last_page":"e1007866"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9800999760627747,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9800999760627747,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9593999981880188,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9380999803543091,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.8129578232765198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6458616852760315},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.5615764260292053},{"id":"https://openalex.org/keywords/data-type","display_name":"Data type","score":0.5226442813873291},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5103558897972107},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5017316341400146},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5006818771362305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47757962346076965},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4323109984397888},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4143502712249756},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37086981534957886},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2524348497390747},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16613736748695374},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09090065956115723}],"concepts":[{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.8129578232765198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6458616852760315},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.5615764260292053},{"id":"https://openalex.org/C138958017","wikidata":"https://www.wikidata.org/wiki/Q190087","display_name":"Data type","level":2,"score":0.5226442813873291},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5103558897972107},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5017316341400146},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5006818771362305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47757962346076965},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4323109984397888},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4143502712249756},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37086981534957886},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2524348497390747},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16613736748695374},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09090065956115723},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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}],"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"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":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010297","descriptor_name":"Paris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010297","descriptor_name":"Paris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010297","descriptor_name":"Paris","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1371/journal.pcbi.1007866","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007866","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:32421707","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32421707","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":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:HAL:hal-02877302v1","is_oa":true,"landing_page_url":"https://hal.sorbonne-universite.fr/hal-02877302","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"PLoS Computational Biology, 2020, 16 (5), pp.e1007866. &#x27E8;10.1371/journal.pcbi.1007866&#x27E9;","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:91117d3f83dd46d1a8223d2b8025db92","is_oa":true,"landing_page_url":"https://doaj.org/article/91117d3f83dd46d1a8223d2b8025db92","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 16, Iss 5, p e1007866 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7259796","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7259796","pdf_url":null,"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":"PLoS Comput Biol","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1007866","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007866","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331034","display_name":"Labex CelTisPhyBio","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1541490439","https://openalex.org/W1551657349","https://openalex.org/W1597723816","https://openalex.org/W1710586989","https://openalex.org/W1975551153","https://openalex.org/W1977446441","https://openalex.org/W1980971799","https://openalex.org/W2007062492","https://openalex.org/W2024849549","https://openalex.org/W2027607571","https://openalex.org/W2044956198","https://openalex.org/W2054658115","https://openalex.org/W2063032535","https://openalex.org/W2080356316","https://openalex.org/W2082290707","https://openalex.org/W2089435027","https://openalex.org/W2091931051","https://openalex.org/W2092939357","https://openalex.org/W2099111195","https://openalex.org/W2115984935","https://openalex.org/W2128337788","https://openalex.org/W2143891888","https://openalex.org/W2145544165","https://openalex.org/W2147710851","https://openalex.org/W2147883225","https://openalex.org/W2149350210","https://openalex.org/W2163343325","https://openalex.org/W2165700458","https://openalex.org/W2286864076","https://openalex.org/W2337819340","https://openalex.org/W2404339789","https://openalex.org/W2478708596","https://openalex.org/W2500470525","https://openalex.org/W2561751661","https://openalex.org/W2591261202","https://openalex.org/W2750765126","https://openalex.org/W2757631140","https://openalex.org/W2780398765","https://openalex.org/W2792988507","https://openalex.org/W2890292344","https://openalex.org/W2892171265","https://openalex.org/W2963053125","https://openalex.org/W2963993898","https://openalex.org/W3098710260","https://openalex.org/W3105461111","https://openalex.org/W6632377185","https://openalex.org/W6674760504","https://openalex.org/W6681474176"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4245750691","https://openalex.org/W2378724343"],"abstract_inverted_index":{"The":[0,56,90,121],"precise":[1],"diagnostics":[2],"of":[3,12,46,52,110,137,162,168],"complex":[4],"diseases":[5],"require":[6],"to":[7,28,39,61,82,94,105,165,173],"integrate":[8],"a":[9,77],"large":[10],"amount":[11],"information":[13,48],"from":[14,72,116],"heterogeneous":[15],"clinical":[16,123,138],"and":[17,22,42,65,134],"biomedical":[18],"data,":[19],"whose":[20],"direct":[21],"indirect":[23,64],"interdependences":[24,129],"are":[25],"notoriously":[26],"difficult":[27],"assess.":[29],"To":[30],"this":[31],"end,":[32],"we":[33],"propose":[34],"an":[35],"efficient":[36],"computational":[37],"approach":[38],"simultaneously":[40],"compute":[41],"assess":[43],"the":[44,107,127,160,166],"significance":[45],"multivariate":[47],"between":[49,69],"any":[50,148],"combination":[51],"mixed-type":[53,70,100],"(continuous/categorical)":[54],"variables.":[55],"method":[57,81,91],"is":[58,92],"then":[59],"used":[60],"uncover":[62],"direct,":[63],"possibly":[66],"causal":[67],"relationships":[68],"data":[71],"medical":[73,108,132],"records,":[74],"by":[75],"extending":[76],"recent":[78],"machine":[79],"learning":[80],"reconstruct":[83],"graphical":[84],"models":[85],"beyond":[86],"simple":[87],"categorical":[88],"datasets.":[89],"shown":[93],"outperform":[95],"existing":[96],"tools":[97],"on":[98,147],"benchmark":[99],"datasets,":[101],"before":[102],"being":[103],"applied":[104],"analyze":[106],"records":[109,133],"eldery":[111],"patients":[112],"with":[113],"cognitive":[114,174],"disorders":[115],"La":[117],"Piti\u00e9-Salp\u00eatri\u00e8re":[118],"Hospital,":[119],"Paris.":[120],"resulting":[122],"network":[124],"visually":[125],"captures":[126],"global":[128],"in":[130],"these":[131],"some":[135,156],"facets":[136],"diagnosis":[139],"practice,":[140],"without":[141],"specific":[142],"hypothesis":[143],"nor":[144],"prior":[145],"knowledge":[146],"clinically":[149],"relevant":[150],"information.":[151],"In":[152],"particular,":[153],"it":[154],"provides":[155],"physiological":[157],"insights":[158],"linking":[159],"consequence":[161],"cerebrovascular":[163],"accidents":[164],"atrophy":[167],"important":[169],"brain":[170],"structures":[171],"associated":[172],"impairment.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
