{"id":"W4313421751","doi":"","title":"Multi-element polynomial chaos with automatic discontinuity detection for nonlinear systems","year":2022,"lang":"en","type":"preprint","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"CHAOS (operating system); Discontinuity (linguistics); Nonlinear system; Computer science; Element (criminal law); Polynomial; Mathematics; Physics; Mathematical analysis","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":[0.0005021328,0.0004479787,0.0005746068,0.0006377064,0.0002492392,0.000662472,0.0005578998,0.0006829356,0.002038077],"category_scores_gemma":[0.002851368,0.0002576087,0.0003260408,0.0004057484,0.0005980246,0.0006093418,0.001188208,0.0009511363,0.0002807844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004464975,"about_ca_system_score_gemma":0.0002559554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007597672,"about_ca_topic_score_gemma":0.0007822042,"domain_scores_codex":[0.9996955,0.00009011276,0.00001211886,0.00006116892,0.0001196207,0.00002143712],"domain_scores_gemma":[0.9992131,0.0004605622,0.0000771245,0.00008197062,0.0001278119,0.00003950416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009198564,0.000158029,0.001973504,0.0004090801,0.0001448543,0.0003277521,0.0003675497,0.3647674,0.1137342,0.17328,0.003928701,0.3399889],"study_design_scores_gemma":[0.000006138827,0.00002914714,0.0001808465,0.000003686876,0.00000442043,0.00002303887,0.000004086654,0.9875749,0.003151285,0.008537415,0.0004801575,0.000004943725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04432453,0.0002539294,0.9529678,0.0002238734,0.00008946891,0.00002381013,0.00003233915,0.0002015744,0.001882585],"genre_scores_gemma":[0.8141505,0.0002829047,0.176159,0.00006714899,0.0001423541,0.00005945453,0.00007850183,0.0000926225,0.00896755],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002038077,"threshold_uncertainty_score":0.006818116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001849225397436,"score_gpt":0.2361207533069814,"score_spread":0.2261022610530071,"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."}}