{"id":"W4206031387","doi":"10.1186/s12874-021-01496-3","title":"Stacked survival models for residual lifetime data","year":2022,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Health Canada; Medical Research Council; Pfizer Canada; Pfizer; Natural Sciences and Engineering Research Council of Canada; Medical Research Council Canada","keywords":"Censoring (clinical trials); Residual; Estimator; Statistics; Nonparametric statistics; Confidence interval; Parametric statistics; Survival analysis; Econometrics; Mathematics; Robustness (evolution); Survival function; Brier score; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01664954,0.002151316,0.002352991,0.002324642,0.0006314005,0.002231321,0.004573308,0.002575794,0.006865111],"category_scores_gemma":[0.03148148,0.001096804,0.002907169,0.002456211,0.00166931,0.00321023,0.003014939,0.003761577,0.002083965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452682,"about_ca_system_score_gemma":0.001905704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007055412,"about_ca_topic_score_gemma":0.006266107,"domain_scores_codex":[0.9956567,0.00245693,0.0002371329,0.000683688,0.0005549372,0.000410622],"domain_scores_gemma":[0.9820256,0.01235428,0.002133584,0.001570525,0.001474298,0.0004416723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002210321,0.00008781272,0.004543228,0.0002917151,0.0003086401,0.0002838211,0.0004171146,0.6846237,0.00104217,0.2401585,0.003263171,0.06475914],"study_design_scores_gemma":[0.00001732825,0.00007163124,0.0006932831,0.00004555517,0.00005637144,0.0000569292,0.00003312415,0.917941,0.0002339702,0.07865795,0.002156728,0.00003621333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009297072,0.0004123635,0.9881975,0.0002546429,0.00007085156,0.00008705164,0.0006150318,0.0004344848,0.0006309634],"genre_scores_gemma":[0.5147834,0.002622541,0.4499465,0.0007059211,0.0006561773,0.001967315,0.006660769,0.000545977,0.02211129],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01664954,"threshold_uncertainty_score":0.08805215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.677483171735411,"score_gpt":0.564349427297388,"score_spread":0.1131337444380229,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}