{"id":"https://openalex.org/W4417160710","doi":"https://doi.org/10.1140/epjds/s13688-026-00651-4","title":"Large scale statistically validated comorbidity networks","display_name":"Large scale statistically validated comorbidity networks","publication_year":2026,"publication_date":"2026-04-14","ids":{"openalex":"https://openalex.org/W4417160710","doi":"https://doi.org/10.1140/epjds/s13688-026-00651-4"},"language":"en","primary_location":{"id":"doi:10.1140/epjds/s13688-026-00651-4","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-026-00651-4","pdf_url":null,"source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1140/epjds/s13688-026-00651-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120757865","display_name":"Paride Crisafulli","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095952","display_name":"Institute for Cross-Disciplinary Physics and Complex Systems","ror":"https://ror.org/00pfxsh56","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095952","https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Paride Crisafulli","raw_affiliation_strings":["IFISC, Instituto de Fisica Interdisciplinar y Sistemas Complejos (CSIC-UIB), Campus Universitat de les Illes Balears, 07122, Palma de Mallorca, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IFISC, Instituto de Fisica Interdisciplinar y Sistemas Complejos (CSIC-UIB), Campus Universitat de les Illes Balears, 07122, Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210095952"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050871942","display_name":"Tobias Galla","orcid":"https://orcid.org/0000-0003-3402-2163"},"institutions":[{"id":"https://openalex.org/I4210095952","display_name":"Institute for Cross-Disciplinary Physics and Complex Systems","ror":"https://ror.org/00pfxsh56","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210095952","https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Tobias Galla","raw_affiliation_strings":["IFISC, Instituto de Fisica Interdisciplinar y Sistemas Complejos (CSIC-UIB), Campus Universitat de les Illes Balears, 07122, Palma de Mallorca, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IFISC, Instituto de Fisica Interdisciplinar y Sistemas Complejos (CSIC-UIB), Campus Universitat de les Illes Balears, 07122, Palma de Mallorca, Spain","institution_ids":["https://openalex.org/I4210095952"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031740781","display_name":"Antti Karlsson","orcid":"https://orcid.org/0000-0003-1556-3351"},"institutions":[{"id":"https://openalex.org/I4210140120","display_name":"Turku Centre for Biotechnology","ror":"https://ror.org/0421ba211","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4210140120"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Antti Karlsson","raw_affiliation_strings":["Auria Biobank, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Auria Biobank, Turku, Finland","institution_ids":["https://openalex.org/I4210140120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046142243","display_name":"Salvatore Miccich\u00e8","orcid":"https://orcid.org/0000-0003-3779-592X"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Miccich\u00e8","raw_affiliation_strings":["Dipartimento di Fisica e Chimica Emilio Segr\u00e8, Universit\u00e0 degli Studi di Palermo, Palermo, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Fisica e Chimica Emilio Segr\u00e8, Universit\u00e0 degli Studi di Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031812225","display_name":"Jyrki Piilo","orcid":"https://orcid.org/0000-0002-5595-873X"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jyrki Piilo","raw_affiliation_strings":["Department of Physics and Astronomy, University of Turku, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics and Astronomy, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068695616","display_name":"Rosario N. Mantegna","orcid":"https://orcid.org/0000-0003-4177-171X"},"institutions":[{"id":"https://openalex.org/I4210112164","display_name":"Complexity Science Hub","ror":"https://ror.org/023dz9m50","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210112164"]},{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["AT","IT"],"is_corresponding":true,"raw_author_name":"Rosario N. Mantegna","raw_affiliation_strings":["Complexity Science Hub, Vienna, Austria","Dipartimento di Fisica e Chimica Emilio Segr\u00e8, Universit\u00e0 degli Studi di Palermo, Palermo, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complexity Science Hub, Vienna, Austria","institution_ids":["https://openalex.org/I4210112164"]},{"raw_affiliation_string":"Dipartimento di Fisica e Chimica Emilio Segr\u00e8, Universit\u00e0 degli Studi di Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5068695616"],"corresponding_institution_ids":["https://openalex.org/I4210112164","https://openalex.org/I900890020"],"apc_list":{"value":1190,"currency":"GBP","value_usd":1459},"apc_paid":{"value":1190,"currency":"GBP","value_usd":1459},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00093931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.791100025177002,"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"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.791100025177002,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.13009999692440033,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.010300000198185444,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/comorbidity","display_name":"Comorbidity","score":0.9265000224113464},{"id":"https://openalex.org/keywords/cohort","display_name":"Cohort","score":0.6029999852180481},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.476500004529953},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4629000127315521},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4325999915599823},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.4165000021457672},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.41100001335144043},{"id":"https://openalex.org/keywords/multimorbidity","display_name":"Multimorbidity","score":0.3984000086784363}],"concepts":[{"id":"https://openalex.org/C2779159551","wikidata":"https://www.wikidata.org/wiki/Q1414874","display_name":"Comorbidity","level":2,"score":0.9265000224113464},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.6029999852180481},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.476500004529953},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.46389999985694885},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4629000127315521},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4325999915599823},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41780000925064087},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.4165000021457672},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.41100001335144043},{"id":"https://openalex.org/C2909273474","wikidata":"https://www.wikidata.org/wiki/Q1952420","display_name":"Multimorbidity","level":3,"score":0.3984000086784363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3953000009059906},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3652999997138977},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.3546999990940094},{"id":"https://openalex.org/C125920245","wikidata":"https://www.wikidata.org/wiki/Q6971726","display_name":"National Comorbidity Survey","level":3,"score":0.3434000015258789},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.31929999589920044},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.3176000118255615},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C3020448403","wikidata":"https://www.wikidata.org/wiki/Q5282120","display_name":"Burden of disease","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.266400009393692},{"id":"https://openalex.org/C154874363","wikidata":"https://www.wikidata.org/wiki/Q3518464","display_name":"Medical classification","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.25920000672340393},{"id":"https://openalex.org/C3018605307","wikidata":"https://www.wikidata.org/wiki/Q200779","display_name":"Complex disease","level":3,"score":0.2572999894618988},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1140/epjds/s13688-026-00651-4","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-026-00651-4","pdf_url":null,"source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2510.09737","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.09737","pdf_url":"https://arxiv.org/pdf/2510.09737","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"text"},{"id":"pmh:oai:doaj.org/article:c70be46946ea46e29c3db8ddb687f5e6","is_oa":true,"landing_page_url":"https://doaj.org/article/c70be46946ea46e29c3db8ddb687f5e6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EPJ Data Science, Vol 15, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:iris.unipa.it:10447/707575","is_oa":true,"landing_page_url":"https://hdl.handle.net/10447/707575","pdf_url":null,"source":{"id":"https://openalex.org/S4377196289","display_name":"IRIS UniPA (University of Palermo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I900890020","host_organization_name":"University of Palermo","host_organization_lineage":["https://openalex.org/I900890020"],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.48550/arxiv.2510.09737","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2510.09737","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1140/epjds/s13688-026-00651-4","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-026-00651-4","pdf_url":null,"source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G102379565","display_name":null,"funder_award_id":"LCF/BQ/DI22/11940041.","funder_id":"https://openalex.org/F4320312058","funder_display_name":"\u201cla Caixa\u201d Foundation"},{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1722358650","display_name":null,"funder_award_id":"CEX2021-001164-M","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2105336002","display_name":null,"funder_award_id":"CEX2021-001164-M","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3293433185","display_name":null,"funder_award_id":"PID2021-122256NB-C22","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G451917667","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5178665745","display_name":null,"funder_award_id":"100010434","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5955501538","display_name":null,"funder_award_id":"100010434","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5967599077","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6756106972","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7283329000","display_name":null,"funder_award_id":"PID2021-122256NB-C21","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G7434936867","display_name":null,"funder_award_id":"PID2021","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G779402943","display_name":null,"funder_award_id":"PID2021-122256NB-C21","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8637239434","display_name":null,"funder_award_id":"PID2021-122256NB-C22","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320312058","display_name":"\u201cla Caixa\u201d Foundation","ror":"https://ror.org/03zhx9h04"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0,82,173],"obtain":[1],"comorbidity":[2,39,89,182,199],"networks":[3,40,95,183,200],"starting":[4],"from":[5,113,156],"medical":[6],"information":[7,54],"stored":[8],"in":[9,57,68,86,122],"electronic":[10,58],"health":[11,59],"records":[12,60],"collected":[13],"by":[14,47,77,103,168],"the":[15,25,64,69,78,94,104,129,134,169,195,198],"Wellbeing":[16],"Services":[17],"County":[18],"of":[19,72,98,106,124,150,152,179,188,197,205],"Southwest":[20],"Finland":[21],"(Varha).":[22],"Based":[23],"on":[24],"data,":[26],"we":[27],"connect":[28],"each":[29,87],"patient":[30,44],"to":[31,146,184],"one":[32],"or":[33,116],"more":[34],"diseases":[35,56,73,189],"and":[36,51,91,111,159],"construct":[37],"complex":[38],"associated":[41],"with":[42],"large":[43],"cohorts":[45,118,135,161],"characterized":[46,102,167],"an":[48],"age":[49,115,158],"interval":[50],"sex.":[52],"The":[53],"about":[55],"is":[61],"coded":[62],"using":[63],"highest":[65],"granularity":[66],"present":[67],"international":[70],"classification":[71],"(ICD":[74],"codes)":[75],"provided":[76],"World":[79],"Health":[80],"Organization.":[81],"statistically":[83,180],"validate":[84],"links":[85],"cohort\u2019s":[88],"network":[90],"furthermore":[92],"partition":[93],"into":[96,139],"communities":[97,112,131,153,166],"diseases.":[99],"These":[100],"are":[101,191],"over-expression":[105],"a":[107,140,148,176,202],"few":[108],"disease":[109,126,171],"categories,":[110],"different":[114],"sex":[117,160],"show":[119],"various":[120],"similarities":[121],"terms":[123],"these":[125],"classes.":[127,172],"Moreover,":[128],"detected":[130],"for":[132,194,201],"all":[133],"can":[136],"be":[137],"organized":[138],"hierarchical":[141],"tree.":[142],"This":[143],"allows":[144],"us":[145],"observe":[147],"number":[149],"clusters":[151],"\u2014":[154,162],"originating":[155],"diverse":[157],"that":[163,190],"group":[164],"together":[165],"same":[170],"also":[174],"perform":[175],"dismantling":[177],"procedure":[178],"validated":[181],"highlight":[185],"those":[186],"categories":[187],"most":[192],"responsible":[193],"compactedness":[196],"given":[203],"cohort":[204],"patients.":[206]},"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-15T00:00:00"}
