{"id":"W2052283427","doi":"10.2307/3316090","title":"Best monotone M‐estimators","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Estimator; Monotone polygon; Mathematics; Neighbourhood (mathematics); Applied mathematics; Extension (predicate logic); Simple (philosophy); Sequence (biology); Monotonic function; Class (philosophy); Function (biology); Distribution (mathematics); Mathematical optimization; Statistics; Computer science; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004644585,0.0001354345,0.0003134076,0.0001493855,0.0001197672,0.00003701585,0.0001353935,0.00006123482,0.0003237559],"category_scores_gemma":[0.006307313,0.0001233136,0.0000464381,0.0001150646,0.0001305779,0.00008377471,0.000003507553,0.0002532622,0.00001534222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188882,"about_ca_system_score_gemma":0.000914977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002005932,"about_ca_topic_score_gemma":0.001707625,"domain_scores_codex":[0.9987739,0.0001023815,0.000507821,0.00009806337,0.0001782708,0.0003395913],"domain_scores_gemma":[0.9974906,0.0008616648,0.0002585182,0.0001518522,0.0003557129,0.0008815964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003720119,0.00001934034,0.0002422431,0.00003058716,0.00002608221,0.0004351445,0.0001612923,0.00006463883,0.00002264304,0.9850206,0.006660912,0.007312796],"study_design_scores_gemma":[0.0003014305,0.0001149407,0.00005989198,0.00005777973,0.00007272042,0.0002493748,0.000152371,0.0002800615,0.0001475447,0.9816567,0.01675149,0.0001557218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002634842,0.0001781571,0.9932844,0.00005084392,0.0004217015,0.00007462856,0.000304268,0.000003933647,0.003047247],"genre_scores_gemma":[0.09264416,0.00001988829,0.9068365,0.00006575325,0.00004894936,0.000001288144,0.000001308072,0.00002881022,0.0003533539],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09000932,"threshold_uncertainty_score":0.7550899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121638009559765,"score_gpt":0.3809774921737689,"score_spread":0.2688136912177924,"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."}}