{"doi":"10.1214/20-sts804","title":"Rejoinder: On nearly assumption-free tests of nominal confidence interval coverage for causal parameters estimated by machine learning","abstract":"We would like to start our rejoinder by responding to the philosophical comments in Section 6 of KBW's discussion before getting into the other more technical comments. In Section 6, KBW divide statistical procedures into structure-driven and methods-driven but also acknowledge that the boundary between these two categories is blurry. For example, even for the poster child of the methods-driven tools -deep neural networks -one common research direction is to prove some form of optimality or robustness under some assumptions, often quantified by smoothness, sparsity or other related complexity measures such as metric entropy","journal":"Statistical Science","year":2020,"id":112650,"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":3,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9594,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2020-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":533082,"name":"Rajarshi Mukherjee","orcid":"0000-0002-5761-8958","position":1,"is_corresponding":false},{"id":533083,"name":"James M. Robins","orcid":"0000-0003-3947-0686","position":2,"is_corresponding":false},{"id":533081,"name":"Lin Liu","orcid":"0000-0003-2843-5738","position":0,"is_corresponding":true}],"reference_count":27,"raw_metadata":null,"created_at":"2026-07-18T23:13:17.845093Z","pmid":null,"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":[]}