{"id":"W2314878479","doi":"10.2514/6.2011-1766","title":"Application of the stochastic normal form for a nonlinear aeroelastic model","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aeroelasticity; Nonlinear system; Computer science; Aerodynamics; Engineering; Aerospace engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007217356,0.0005659626,0.0008547296,0.0001851016,0.0004006592,0.0002782967,0.00146296,0.0003209065,0.0002568919],"category_scores_gemma":[0.0008306066,0.0003532941,0.0001895657,0.0003263455,0.0005239624,0.0003296239,0.0004347294,0.0002446392,0.000005266095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000790324,"about_ca_system_score_gemma":0.0002408675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552288,"about_ca_topic_score_gemma":0.0001697735,"domain_scores_codex":[0.9962675,0.00009680787,0.001272816,0.0008845337,0.0008287369,0.0006495888],"domain_scores_gemma":[0.9969377,0.000384342,0.0007550087,0.00102264,0.00068152,0.0002187921],"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":[0.0007064362,0.00004270814,0.0002171132,0.0003673323,0.0001426695,0.000002458541,0.001618524,0.02660072,0.02586886,0.9155132,0.0001472653,0.02877277],"study_design_scores_gemma":[0.0007077444,0.0001259223,0.009740896,0.00004381891,0.0001030773,0.00004575399,0.0001043631,0.6673838,0.002548512,0.3187234,0.000029857,0.0004428723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4467514,0.00004634281,0.549601,0.00006824047,0.0009730997,0.0009942572,0.001392736,0.00005603247,0.000116854],"genre_scores_gemma":[0.9736803,0.00001194547,0.0256958,0.00006426434,0.0001301849,0.00008902285,0.00009253778,0.00004613006,0.0001898085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6407831,"threshold_uncertainty_score":0.9998919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04994575524714157,"score_gpt":0.2793649067489747,"score_spread":0.2294191515018332,"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."}}