{"id":"W2028962211","doi":"10.1007/s00186-013-0455-4","title":"Fitting concentric circles to measurements","year":2013,"lang":"en","type":"article","venue":"Mathematical Methods of Operations Research","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Ottawa Mental Health Centre; Royal Military College of Canada","funders":"","keywords":"Concentric; Mathematics; Generalization; Least-squares function approximation; Combinatorics; Set (abstract data type); Geometry; Mathematical analysis; Statistics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003441635,0.003107726,0.001718498,0.003091414,0.001104575,0.00325795,0.002665471,0.002867044,0.004750425],"category_scores_gemma":[0.03323837,0.001564078,0.001493286,0.005166273,0.001993938,0.00345031,0.004001163,0.002383202,0.005136299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001529297,"about_ca_system_score_gemma":0.00154415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004576359,"about_ca_topic_score_gemma":0.001819856,"domain_scores_codex":[0.9920743,0.003192739,0.0003219029,0.002101343,0.001986712,0.000322969],"domain_scores_gemma":[0.9900974,0.003473863,0.0008430952,0.003053368,0.002334715,0.0001975303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004215081,0.0001502136,0.001962312,0.0004870728,0.0001090809,0.0002615346,0.0009409307,0.2997895,0.02493228,0.1152889,0.007583052,0.5480736],"study_design_scores_gemma":[0.00002117144,0.0001269085,0.0008648763,0.00006771083,0.00002799835,0.0003250772,0.0001998468,0.8912237,0.02982337,0.05972502,0.01750422,0.00009017874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004002179,0.0001297973,0.993298,0.00007806215,0.00006094138,0.00004952534,0.00006118922,0.0007714597,0.00154878],"genre_scores_gemma":[0.2083065,0.0005525947,0.7842672,0.0001012672,0.00009655937,0.0003246349,0.0003935111,0.0007355015,0.005222224],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004750425,"threshold_uncertainty_score":0.01820129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2240559773635387,"score_gpt":0.5157598582568775,"score_spread":0.2917038808933388,"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."}}