{"id":"W4409539039","doi":"10.52843/cassyni.bcqk7t","title":"Nonlinear Stability Meets High-Order Flux Reconstruction","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nonlinear system; Stability (learning theory); Flux (metallurgy); Order (exchange); Control theory (sociology); Computer science; Physics; Materials science; Economics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008733299,0.0006626801,0.0004228225,0.0004548647,0.0005504448,0.0008846127,0.0005934372,0.0009866068,0.001887957],"category_scores_gemma":[0.004425963,0.0002415391,0.0005498682,0.0001818223,0.001550108,0.000943759,0.001851065,0.001204472,0.0007654644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886421,"about_ca_system_score_gemma":0.001089799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001964646,"about_ca_topic_score_gemma":0.0008760723,"domain_scores_codex":[0.9994161,0.0001213803,0.00003703729,0.00009689775,0.0002744998,0.00005409857],"domain_scores_gemma":[0.9985875,0.0005661533,0.0002056042,0.0002143952,0.000361028,0.00006536442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002115843,0.00008260316,0.00258487,0.0002744114,0.00002598579,0.0003865237,0.0004425092,0.5347584,0.08412664,0.3164603,0.001831267,0.058815],"study_design_scores_gemma":[0.00001066302,0.00002567475,0.0001208412,0.00000949991,0.00000188136,0.0000595645,0.00001273194,0.9721678,0.008851249,0.01731028,0.001420924,0.000008759553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04591597,0.0001894654,0.9432152,0.0003900215,0.00004994589,0.00006727938,0.00008268634,0.0003957228,0.009693647],"genre_scores_gemma":[0.8211846,0.0003112488,0.1688316,0.0001756427,0.00008142999,0.0002153151,0.0002125097,0.000280572,0.008706932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001964646,"threshold_uncertainty_score":0.006315827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987584421376058,"score_gpt":0.2876043682677459,"score_spread":0.2577285240539853,"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."}}