{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01236748,0.0009948711,0.00191719,0.002942765,0.001072136,0.001850871,0.002447346,0.00288771,0.004145732],"category_scores_gemma":[0.08052471,0.001040784,0.001621758,0.001453511,0.002295319,0.00385621,0.003321864,0.002716698,0.001247649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536911,"about_ca_system_score_gemma":0.001512737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196609,"about_ca_topic_score_gemma":0.001085832,"domain_scores_codex":[0.9919212,0.005218808,0.0002959539,0.000967625,0.001168973,0.0004274493],"domain_scores_gemma":[0.9728153,0.01953106,0.001873189,0.002314103,0.002948331,0.0005178764],"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":[0.0003958246,0.0001499205,0.007040247,0.0005949711,0.0002968895,0.000247822,0.0003507303,0.1538307,0.003909403,0.5946082,0.01048166,0.2280937],"study_design_scores_gemma":[0.0001006431,0.000185951,0.001994046,0.0002131035,0.00007313787,0.0004775951,0.0001109843,0.5663117,0.003853952,0.4180141,0.008596245,0.00006847498],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01326358,0.001013957,0.9806545,0.0005566275,0.00009464774,0.00006981683,0.00009480746,0.0001710068,0.004081048],"genre_scores_gemma":[0.2986028,0.001246671,0.693517,0.0007065376,0.0004025384,0.0004020171,0.0005182343,0.0002304026,0.004373904],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01236748,"threshold_uncertainty_score":0.06540632,"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."}}