{"doi":"10.1093/aje/kwae101","title":"Causal discovery and epidemiology: a potential for synergy","abstract":"Introduction<br/>We wish to applaud the insightful commentary provided by Didelez1 on our comparative study of data-driven versus theory-driven approaches for constructing causal life-course models.2 Didelez’ concise and honest description of both possibilities and limitations of causal discovery for epidemiology will be a tremendously useful resource moving forward.<br/><br/>We will address a question posed by Didelez regarding the expert consensus meeting and provide a few additional topics for further research that we believe will aid both epidemiology and causal discovery research.","journal":"American Journal of Epidemiology","year":2024,"id":448735,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":5,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9504,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":309083,"name":"Claus Thorn Ekstrøm","orcid":"0000-0003-1191-373X","position":1,"is_corresponding":false},{"id":1050574,"name":"Peter Spirtes","orcid":"0000-0002-1385-190X","position":2,"is_corresponding":false},{"id":39027,"name":"Merete Osler","orcid":"0000-0002-6921-220X","position":3,"is_corresponding":false},{"id":1050573,"name":"Anne Petersen","orcid":"0000-0003-3801-7230","position":0,"is_corresponding":true}],"reference_count":17,"raw_metadata":null,"created_at":"2026-07-19T02:02:12.215092Z","pmid":"38825335","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}