{"id":"W2226323964","doi":"10.1115/1.4030866","title":"Development and Validation of Finite Element Structure-Tuned Liquid Damper System Models","year":2015,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Slosh dynamics; Structural engineering; Finite element method; Vibration; Inertia; Fluid–structure interaction; Normal mode; Nonlinear system; Mechanics; Acoustics; Engineering; Physics; Classical mechanics","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":[0.001216868,0.0001543455,0.0004478846,0.0001150375,0.00003766687,0.00004262014,0.00007815999,0.00007972631,0.000001803799],"category_scores_gemma":[0.00003899585,0.0001080251,0.00004306863,0.00005443942,0.00001716706,0.0001885233,0.00001075439,0.00009273221,4.375047e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776745,"about_ca_system_score_gemma":0.00006979555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003708676,"about_ca_topic_score_gemma":0.000004482913,"domain_scores_codex":[0.9982211,0.00009158026,0.0008391844,0.00009347218,0.0006110102,0.0001436349],"domain_scores_gemma":[0.9990172,0.00003149986,0.0002400267,0.00008025935,0.0004880291,0.0001429839],"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":[0.001258506,0.00009813661,0.00115064,0.00151472,0.002033613,0.00002228988,0.002810364,0.6315356,0.3473834,0.004149626,0.0001304244,0.007912708],"study_design_scores_gemma":[0.00698425,0.0005595735,0.0004140608,0.0005993338,0.0002121303,0.00008054085,0.001327641,0.9848024,0.004105753,0.0001132624,0.0005160829,0.0002849198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5612757,0.007229167,0.4300559,0.00005943635,0.0007931915,0.0003692901,0.000009709137,0.00003405374,0.0001736227],"genre_scores_gemma":[0.9992998,0.00003302698,0.000544213,0.000009724309,0.00008198564,0.00000824903,0.000001898398,0.00001104514,0.00001005333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4380241,"threshold_uncertainty_score":0.4405136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500264741470869,"score_gpt":0.1963310107337833,"score_spread":0.1713283633190746,"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."}}