{"id":"W1964991662","doi":"10.1108/09615530510583900","title":"A nonlinear numerical model for sloshing motion in tuned liquid dampers","year":2005,"lang":"en","type":"article","venue":"International Journal of Numerical Methods for Heat &amp Fluid Flow","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Slosh dynamics; Discretization; Nonlinear system; Linearization; Convergence (economics); Boundary value problem; Damper; Motion (physics); Computer science; Mechanics; Mathematical analysis; Mathematics; Physics; Structural engineering; Engineering","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":[0.000785285,0.0002258418,0.0004164813,0.0004746911,0.00006254536,0.0000709524,0.0003747432,0.0001369541,0.00005270028],"category_scores_gemma":[0.0008241268,0.0002206245,0.0004257227,0.0002054648,0.00002502452,0.0006385057,0.00003161724,0.0003572168,0.000006458599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005940107,"about_ca_system_score_gemma":0.00006094406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008922343,"about_ca_topic_score_gemma":0.000005737171,"domain_scores_codex":[0.9980837,0.00008171735,0.00102448,0.0002032491,0.0002957672,0.0003110605],"domain_scores_gemma":[0.9982001,0.0008236825,0.000096009,0.000151453,0.0005708321,0.0001579502],"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":[0.0003688241,0.0001826619,0.00001699984,0.00001332665,0.0001291349,0.000001021213,0.0002854621,0.913256,0.02659751,0.0003025706,0.0003552501,0.05849122],"study_design_scores_gemma":[0.001194432,0.0001793393,0.00003003047,0.00006446809,0.00003259576,0.00005941538,0.00002470419,0.9791954,0.001326991,0.0006451167,0.01703997,0.000207562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01418524,0.0002491274,0.98202,0.001428737,0.001606561,0.0002694431,0.0000825087,0.00005494095,0.0001034308],"genre_scores_gemma":[0.1795655,0.00007837114,0.819151,0.0002059459,0.0007891892,0.00004422046,0.00004682308,0.00005558722,0.0000632578],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1653803,"threshold_uncertainty_score":0.8996807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368069960610823,"score_gpt":0.3744481420992903,"score_spread":0.340767442493182,"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."}}