{"id":"W4392122646","doi":"10.1051/ps/2024002","title":"Universal consistency of the <i>k</i>-NN rule in metric spaces and Nagata dimension. II","year":2024,"lang":"en","type":"article","venue":"ESAIM Probability and Statistics","topic":"Advanced Topology and Set Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Japan Society for the Promotion of Science London","keywords":"Mathematics; Metric space; Dimension (graph theory); Separable space; Metric (unit); Space (punctuation); Consistency (knowledge bases); Pure mathematics; Euclidean space; Discrete mathematics; Euclidean geometry; Mathematical analysis; Computer science; Geometry","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":[0.0005003559,0.0001029506,0.0002125979,0.00006266022,0.0001328543,0.0000119356,0.00007551222,0.00007645098,0.00003136708],"category_scores_gemma":[0.001091833,0.00007218725,0.00002198469,0.0002309003,0.000695607,0.00006750743,0.0001611274,0.0001978377,8.355392e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002434541,"about_ca_system_score_gemma":0.00006448669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002566426,"about_ca_topic_score_gemma":0.0001544568,"domain_scores_codex":[0.9991689,0.0001533625,0.0002360512,0.0002109305,0.00009843949,0.0001323261],"domain_scores_gemma":[0.9980648,0.001598539,0.00005310255,0.0002080293,0.00004038015,0.00003518137],"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":[0.00002534455,0.00006770801,0.001939046,0.0004496861,0.00002009133,0.00001078269,0.00143831,0.000007260762,0.00004230596,0.9925294,0.0002407612,0.003229315],"study_design_scores_gemma":[0.0001959697,0.00006022704,0.003065761,0.00007163468,0.00004638868,0.00001280594,0.0003819473,0.0007194349,0.0001027077,0.9945887,0.0006716271,0.00008280154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764661,0.002428862,0.01813961,0.00058704,0.0002544493,0.0003721919,0.0003353802,0.0000414081,0.001374953],"genre_scores_gemma":[0.9384741,0.0001423306,0.06080177,0.00003096446,0.000008635589,0.000003596233,0.000003476534,0.000008309429,0.0005267765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04266217,"threshold_uncertainty_score":0.2943711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349197667320527,"score_gpt":0.2829225317044594,"score_spread":0.2594305550312541,"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."}}