{"id":"https://openalex.org/W7213355221","doi":"https://doi.org/10.48550/arxiv.2609.15701","title":"Extended Joint Models for Longitudinal and Time-to-Event Data: A Tutorial","display_name":"Extended Joint Models for Longitudinal and Time-to-Event Data: A Tutorial","publication_year":2026,"publication_date":"2026-09-14","ids":{"openalex":"https://openalex.org/W7213355221","doi":"https://doi.org/10.48550/arxiv.2609.15701"},"language":"en","primary_location":{"id":"pmh:oai:pure.eur.nl:openaire_cris_publications/fe14b732-b62b-4e22-bbdf-4634bafaa58d","doi":null,"is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/fe14b732-b62b-4e22-bbdf-4634bafaa58d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Miranda-Afonso, P & Rizopoulos, D 2026, 'Extended Joint Models for Longitudinal and Time-to-Event Data : A Tutorial', arXiv. https://doi.org/10.48550/arXiv.2609.15701","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2609.15701","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091671995","display_name":"Pedro Miranda Afonso","orcid":"https://orcid.org/0000-0001-6708-9597","observed_orcids":["https://orcid.org/0000-0001-6708-9597"]},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Miranda-Afonso, Pedro","raw_affiliation_strings":["Department of Biostatistics , Erasmus University Medical Center , The Netherlands","Department of Epidemiology , Erasmus University Medical Center , The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics , Erasmus University Medical Center , The Netherlands","institution_ids":["https://openalex.org/I2801952686"]},{"raw_affiliation_string":"Department of Epidemiology , Erasmus University Medical Center , The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103230033","display_name":"Dimitris Rizopoulos","orcid":"https://orcid.org/0000-0002-2954-4509","observed_orcids":["https://orcid.org/0000-0002-2954-4509","https://orcid.org/0000-0001-9397-0900"]},"institutions":[{"id":"https://openalex.org/I2801952686","display_name":"Erasmus MC","ror":"https://ror.org/018906e22","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I2801952686"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Rizopoulos, Dimitris","raw_affiliation_strings":["Department of Biostatistics , Erasmus University Medical Center , The Netherlands","Department of Epidemiology , Erasmus University Medical Center , The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics , Erasmus University Medical Center , The Netherlands","institution_ids":["https://openalex.org/I2801952686"]},{"raw_affiliation_string":"Department of Epidemiology , Erasmus University Medical Center , The Netherlands","institution_ids":["https://openalex.org/I2801952686"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2801952686"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10968","display_name":"Statistical Distribution Estimation and Applications","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/competing-risks","display_name":"competing risks","score":0.8759999871253967},{"id":"https://openalex.org/keywords/recurrent-events","display_name":"recurrent events","score":0.9700000286102295},{"id":"https://openalex.org/keywords/biomarkers","display_name":"biomarkers","score":0.48899999260902405},{"id":"https://openalex.org/keywords/bayesian-model-fitting","display_name":"Bayesian model fitting","score":0.4269999861717224}],"concepts":[{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.7050999999046326},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6988999843597412},{"id":"https://openalex.org/C3020672099","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Longitudinal data","level":2,"score":0.5551000237464905},{"id":"https://openalex.org/C2987896495","wikidata":"https://www.wikidata.org/wiki/Q5416716","display_name":"Event data","level":3,"score":0.4828999936580658},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.4410000145435333},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4221000075340271},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.42160001397132874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3483000099658966},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C2984074130","wikidata":"https://www.wikidata.org/wiki/Q73539779","display_name":"R package","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30489999055862427},{"id":"https://openalex.org/C2777895361","wikidata":"https://www.wikidata.org/wiki/Q1758614","display_name":"Longitudinal study","level":2,"score":0.2924000024795532},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.25589999556541443}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:pure.eur.nl:openaire_cris_publications/fe14b732-b62b-4e22-bbdf-4634bafaa58d","doi":null,"is_oa":false,"landing_page_url":"https://pure.eur.nl/en/publications/fe14b732-b62b-4e22-bbdf-4634bafaa58d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401266","display_name":"EUR Research Repository (Erasmus University Rotterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I913958620","host_organization_name":"Erasmus University Rotterdam","host_organization_lineage":["https://openalex.org/I913958620"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Miranda-Afonso, P & Rizopoulos, D 2026, 'Extended Joint Models for Longitudinal and Time-to-Event Data : A Tutorial', arXiv. https://doi.org/10.48550/arXiv.2609.15701","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:arXiv.org:2609.15701","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.15701","pdf_url":"https://arxiv.org/pdf/2609.15701","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2609.15701","doi":"https://doi.org/10.48550/arxiv.2609.15701","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2609.15701","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2609.15701","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.15701","pdf_url":"https://arxiv.org/pdf/2609.15701","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213355221.pdf","grobid_xml":"https://content.openalex.org/works/W7213355221.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1570622790","https://openalex.org/W1965165969","https://openalex.org/W1972931884","https://openalex.org/W1983290178","https://openalex.org/W1985233017","https://openalex.org/W2017293177","https://openalex.org/W2030840862","https://openalex.org/W2032758468","https://openalex.org/W2034563165","https://openalex.org/W2039659882","https://openalex.org/W2045656233","https://openalex.org/W2062137132","https://openalex.org/W2071564135","https://openalex.org/W2074328540","https://openalex.org/W2090342357","https://openalex.org/W2135104889","https://openalex.org/W2274668488","https://openalex.org/W2520806078","https://openalex.org/W2574513507","https://openalex.org/W2735776056","https://openalex.org/W2969749125","https://openalex.org/W2972490289","https://openalex.org/W3020531287","https://openalex.org/W3093681772","https://openalex.org/W3138338733","https://openalex.org/W3206025170","https://openalex.org/W4206439534","https://openalex.org/W4240400659","https://openalex.org/W4323532260","https://openalex.org/W4387430693","https://openalex.org/W4390031813","https://openalex.org/W4409783056","https://openalex.org/W4410756339","https://openalex.org/W4414079915","https://openalex.org/W7125810697","https://openalex.org/W7140440528"],"related_works":["https://openalex.org/W2972490289","https://openalex.org/W2891905649","https://openalex.org/W7008795617","https://openalex.org/W3047592907","https://openalex.org/W7096687266","https://openalex.org/W2769934063","https://openalex.org/W4392781326","https://openalex.org/W313080928","https://openalex.org/W2787547055","https://openalex.org/W2806456507"],"abstract_inverted_index":{"Shared-parameter":[0],"joint":[1,59,138],"models":[2,60,78,139],"for":[3,11,36,61,125],"longitudinal":[4,44,62,91],"and":[5,18,41,63,89,119,142],"time-to-event":[6,64],"data":[7,65,102,113,135],"are":[8,129],"powerful":[9],"tools":[10],"analyzing":[12,132],"repeatedly":[13],"measured":[14],"biomarkers,":[15],"clinical":[16],"events,":[17,83],"the":[19,29,67],"complex":[20,48],"relationships":[21],"between":[22],"them.":[23],"Recent":[24],"methodological":[25],"advances":[26],"have":[27],"extended":[28,58,137],"basic":[30],"framework,":[31],"which":[32],"was":[33],"originally":[34],"developed":[35],"a":[37,42,53,73,106],"single":[38],"event":[39],"time":[40],"continuous":[43],"biomarker,":[45],"to":[46,56],"more":[47],"scenarios.":[49],"This":[50],"tutorial":[51,122],"provides":[52],"step-by-step":[54],"guide":[55],"fitting":[57],"using":[66,100,140],"R":[68,144],"package":[69],"JMbayes2.":[70],"We":[71],"cover":[72],"range":[74],"of":[75,112],"applications,":[76],"including":[77],"with":[79,109,136],"competing":[80],"risks,":[81],"recurrent":[82],"multistate":[84],"processes,":[85],"flexible":[86],"association":[87],"structures,":[88],"multiple":[90],"outcomes":[92],"following":[93],"different":[94],"distributions.":[95],"Each":[96],"model":[97,115],"is":[98,123],"illustrated":[99],"simulated":[101],"that":[103],"closely":[104],"resemble":[105],"real-world":[107],"dataset,":[108],"detailed":[110],"explanations":[111],"organization,":[114],"specification,":[116],"fitting,":[117],"diagnostics,":[118],"interpretation.":[120],"The":[121],"designed":[124],"applied":[126],"researchers":[127],"who":[128],"interested":[130],"in":[131],"their":[133],"own":[134],"accessible":[141],"reproducible":[143],"code.":[145]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-16T00:00:00"}