{"id":"W2205089774","doi":"10.1090/noti1276","title":"Rigorous Numerics in Dynamics","year":2015,"lang":"en","type":"article","venue":"Notices of the American Mathematical Society","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Dynamics (music); Statistical physics; Applied mathematics; Computer science; Mathematics; Physics","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":[0.0004478611,0.00009016666,0.0002118315,0.0000162634,0.00003074476,0.00004143573,0.0009129559,0.00002616403,0.000002022928],"category_scores_gemma":[0.00008219641,0.00006059376,0.0001299424,0.0005221434,0.0001827601,0.0001894437,0.0003035456,0.0001357184,0.00002075312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000955495,"about_ca_system_score_gemma":0.0000501069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009187383,"about_ca_topic_score_gemma":0.00002462066,"domain_scores_codex":[0.9990259,0.00005425132,0.0002687708,0.0001287955,0.0003459913,0.0001762484],"domain_scores_gemma":[0.9990033,0.0001238248,0.0002907246,0.0004573914,0.00006157773,0.00006321286],"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":[0.00004590748,0.002297794,0.09327677,0.0007622177,0.0002297749,0.000008069178,0.04177956,0.03777719,0.0002000696,0.684835,0.002138301,0.1366493],"study_design_scores_gemma":[0.0001307044,0.00004081684,0.002732315,0.0000209776,0.000005286154,0.000002024663,0.0004312854,0.9649414,0.00002820645,0.03153096,0.00005292988,0.00008313554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6134018,0.00001122838,0.3824182,0.001794396,0.0001035272,0.0001214095,0.000004773943,0.00003488339,0.002109832],"genre_scores_gemma":[0.8589444,0.000002451034,0.1405579,0.0004288332,0.00001586406,0.000002985278,0.000001152811,0.000006311423,0.00004017044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9271641,"threshold_uncertainty_score":0.2470942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763455105013817,"score_gpt":0.2610345614240581,"score_spread":0.24340001037392,"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."}}