{"id":"W7030569475","doi":"","title":"Nonparametric estimation of time varying parameters under shape restrictions","year":2001,"lang":"en","type":"article","venue":"","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimator; Computation; Smoothness; Convergence (economics); Nonparametric statistics; Rate of convergence; Estimation theory; Optimal estimation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003412844,0.0006052739,0.001071217,0.0006221819,0.0002727638,0.000937516,0.001985313,0.0009768081,0.001209635],"category_scores_gemma":[0.01416261,0.0006335027,0.0009203557,0.000792714,0.001190832,0.001594733,0.001371963,0.001497089,0.0003449905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004049583,"about_ca_system_score_gemma":0.0007897406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746757,"about_ca_topic_score_gemma":0.001887685,"domain_scores_codex":[0.9983131,0.0008674696,0.00005800139,0.0003466668,0.0003261968,0.00008870004],"domain_scores_gemma":[0.9939101,0.004081096,0.000674221,0.000997535,0.0002744964,0.00006265343],"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":[0.0001341218,0.0001002225,0.005839131,0.0001957033,0.0002726829,0.0002873832,0.0001877521,0.698221,0.008715099,0.1186785,0.0008422332,0.1665262],"study_design_scores_gemma":[0.0000134945,0.00003924044,0.001486862,0.00001044998,0.00001928049,0.00008389755,0.0000171713,0.9613934,0.001592362,0.03371003,0.001608834,0.00002505914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005415656,0.00006533108,0.9941832,0.00003624451,0.000006086039,0.000007000487,0.00002882194,0.00006992283,0.000187746],"genre_scores_gemma":[0.5416867,0.000610643,0.4504226,0.0001980321,0.0001846167,0.0002301532,0.0006952207,0.0002337172,0.005738337],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003412844,"threshold_uncertainty_score":0.01804906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278076451945458,"score_gpt":0.3829042333369405,"score_spread":0.2550965881423946,"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."}}