{"id":"W4206995405","doi":"10.1002/cjs.11683","title":"On asymptotic approximation of ratio models for weakly dependent sequences","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Sequence (biology); Convergence (economics); Class (philosophy); Random variable; Applied mathematics; Rate of convergence; Combinatorics; Discrete mathematics; Pure mathematics; Statistics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01886245,0.00330357,0.003691131,0.003038999,0.0009098289,0.00286719,0.005624169,0.00301716,0.004152056],"category_scores_gemma":[0.08428823,0.001385399,0.00275001,0.002212485,0.004213985,0.006501022,0.004956273,0.004742295,0.001131202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002930826,"about_ca_system_score_gemma":0.001870171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004774017,"about_ca_topic_score_gemma":0.002467424,"domain_scores_codex":[0.992448,0.004642964,0.0002817525,0.0008343758,0.001225781,0.0005671359],"domain_scores_gemma":[0.9578513,0.03359291,0.003083628,0.001741682,0.002762523,0.0009678872],"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":[0.0003689107,0.0001242448,0.002532725,0.0004014189,0.000211379,0.0003785733,0.0004714842,0.5505482,0.00240078,0.4192186,0.002010826,0.02133282],"study_design_scores_gemma":[0.00001473704,0.00005532072,0.0001584616,0.00003130167,0.00002281562,0.00006273772,0.00002734188,0.9548207,0.0002498603,0.04414732,0.0003883938,0.00002097206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02029595,0.001343742,0.974568,0.0004981027,0.00008087992,0.0000748563,0.00008800624,0.0003053163,0.0027451],"genre_scores_gemma":[0.7620502,0.004941499,0.2147602,0.0009714951,0.0006397493,0.001045539,0.0009889174,0.0005776595,0.01402478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01886245,"threshold_uncertainty_score":0.09975541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238507758144377,"score_gpt":0.3232855745445354,"score_spread":0.1994347987300976,"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."}}