{"id":"W4396943301","doi":"10.3150/23-bej1661","title":"M-estimation for varying coefficient models with a functional response in a reproducing kernel Hilbert space","year":2024,"lang":"en","type":"article","venue":"Bernoulli","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics; Reproducing kernel Hilbert space; Hilbert space; Kernel (algebra); Applied mathematics; Mathematical analysis; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001376234,0.0001217331,0.0001702448,0.000108139,0.00006030581,0.00006978854,0.0000559511,0.00005036708,0.00004203137],"category_scores_gemma":[0.002533773,0.00009582295,0.00003620771,0.000244329,0.00003403133,0.00009364513,0.0000249529,0.0001281418,0.00001108337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103765,"about_ca_system_score_gemma":0.0001238359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003283891,"about_ca_topic_score_gemma":0.000005786531,"domain_scores_codex":[0.9988259,0.00009485998,0.0002410282,0.0004215027,0.00021163,0.000205084],"domain_scores_gemma":[0.9964321,0.003162243,0.00004262745,0.0002499859,0.00006550496,0.00004754342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002026812,0.0001635661,0.00004737618,0.000486274,0.00003542199,0.00003106948,0.002187811,0.04774293,0.001108467,0.9241073,0.001611711,0.02045124],"study_design_scores_gemma":[0.0002581861,0.0001391369,0.00020486,0.0003833802,0.00002288364,0.00001801008,0.00004228149,0.7080033,0.0003593904,0.2901994,0.0002560257,0.0001131402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06841982,0.00009957127,0.9291592,0.0008652176,0.0001350208,0.0003967835,0.00002584594,0.00009128522,0.0008072294],"genre_scores_gemma":[0.4715369,0.000001954874,0.5274038,0.00003653292,0.00004555368,0.0001230995,0.000005202241,0.00002520062,0.0008217409],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6602604,"threshold_uncertainty_score":0.3907547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175712037009125,"score_gpt":0.367233950306577,"score_spread":0.2496627466056646,"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."}}