{"id":"W4408981426","doi":"10.1016/j.compstruct.2025.119148","title":"Nonlinear dynamics of simply supported, thin laminated circular cylindrical shells coupled to large-amplitude sloshing fluid","year":2025,"lang":"en","type":"article","venue":"Composite Structures","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Westlake University","keywords":"Slosh dynamics; Nonlinear system; Amplitude; Mechanics; Dynamics (music); Classical mechanics; Hydroelasticity; Physics; Structural engineering; Materials science; Engineering; Vibration; Acoustics; Optics","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":[0.00008502285,0.0002351689,0.0003347244,0.0003472495,0.0001946784,0.00006623372,0.0002997691,0.0001460745,0.0001889357],"category_scores_gemma":[0.00004870668,0.0002447128,0.0001269572,0.000539897,0.00003280963,0.000119665,0.0001391105,0.0002611158,0.000006578317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001729376,"about_ca_system_score_gemma":0.00003390006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005894019,"about_ca_topic_score_gemma":0.0001028687,"domain_scores_codex":[0.9987349,0.00002699719,0.0004894356,0.0002505189,0.0001827033,0.0003154483],"domain_scores_gemma":[0.9991419,0.0001261912,0.00004228363,0.0004194603,0.0001745521,0.00009559961],"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":[0.00002919893,0.00006271825,0.001480266,0.0001366031,0.0002218785,0.000009953415,0.0003485937,0.8358688,0.1496525,0.01107134,0.0006961348,0.0004219823],"study_design_scores_gemma":[0.0003601021,0.00002899959,0.009874145,0.00005138122,0.0000555107,0.000006222917,0.0000597247,0.9820648,0.004459453,0.00101365,0.001811214,0.0002147819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553919,0.0001200098,0.241065,0.0001368837,0.0006415588,0.0002709842,0.0002139891,0.0001862263,0.001973459],"genre_scores_gemma":[0.9898373,0.0000155893,0.009224176,0.0001552966,0.00004372481,0.000006958408,0.0005824756,0.00003512255,0.00009930472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2344455,"threshold_uncertainty_score":0.9979098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005379034501191371,"score_gpt":0.2513509263827742,"score_spread":0.2459718918815828,"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."}}