{"id":"W2095740411","doi":"10.1002/cjs.5550340401","title":"Strictly monotone and smooth nonparametric regression for two or more variables","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Monotone polygon; Nonparametric statistics; Mathematics; Nonparametric regression; Regression analysis; Regression; Regression function; Function (biology); Applied mathematics; Isotonic regression; Semiparametric regression; Norm (philosophy); Asymptotic distribution; Statistics; Estimator","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004656643,0.000150404,0.0003647174,0.0002962833,0.0001459317,0.00009104344,0.00014034,0.00006953759,0.000133271],"category_scores_gemma":[0.005366835,0.0001075458,0.00003253246,0.000261202,0.0001294226,0.00005861348,0.000009106981,0.0001761436,7.887342e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009411793,"about_ca_system_score_gemma":0.0007373204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446857,"about_ca_topic_score_gemma":0.003203335,"domain_scores_codex":[0.9987788,0.0000581918,0.0005513316,0.0001233749,0.0001760021,0.0003122635],"domain_scores_gemma":[0.9951991,0.003436365,0.0003658352,0.000124011,0.0004371339,0.0004374862],"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":[0.00009346714,0.00004791373,0.0017532,0.0002074618,0.00004227444,0.0003124077,0.0001723613,0.0000319758,0.0001081531,0.8947288,0.05469957,0.04780236],"study_design_scores_gemma":[0.001407621,0.0005209947,0.00501025,0.0002275594,0.0001950192,0.0001862795,0.0001549255,0.005199085,0.0001780066,0.9762444,0.01040016,0.0002757231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01431306,0.0002474236,0.9830525,0.0001308494,0.0002323647,0.0001857926,0.001321709,0.000004871848,0.0005114541],"genre_scores_gemma":[0.0796118,0.00001926417,0.9197435,0.00007257991,0.0001715119,0.000004179499,0.000007302029,0.00002452815,0.0003453305],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08151551,"threshold_uncertainty_score":0.642499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07550678361161564,"score_gpt":0.3500672871559255,"score_spread":0.2745605035443098,"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."}}