{"id":"W4386101468","doi":"10.1016/j.jsv.2023.118020","title":"Dynamics of moving coupled objects with stabilizers and unconventional couplings","year":2023,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Instability; Stabilizer (aeronautics); Bogie; Control theory (sociology); Oscillation (cell signaling); Coupling (piping); Beam (structure); Flexibility (engineering); Vibration; Computer science; Classical mechanics; Mechanics; Mathematics; Physics; Engineering; Structural engineering; Acoustics; Mechanical 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":[0.0001463853,0.00006118926,0.0001150732,0.00010675,0.00002684686,0.00002780386,0.00002191327,0.00003347505,0.00000221667],"category_scores_gemma":[0.00001632648,0.00005175182,0.00001879078,0.0001233223,0.00002540501,0.0001689903,0.000005323089,0.00007978379,2.678172e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370266,"about_ca_system_score_gemma":0.00001447314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001779392,"about_ca_topic_score_gemma":0.00001417332,"domain_scores_codex":[0.9995946,0.000002847909,0.0001784769,0.00004049723,0.0001155117,0.00006804571],"domain_scores_gemma":[0.9997598,0.00005247031,0.00006235258,0.00003066838,0.00005645163,0.00003827574],"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":[0.0000401358,0.00001115608,0.009524704,0.0003054586,0.00008291458,0.00000700254,0.0006567443,0.9740419,0.01290904,0.001774889,0.00001345002,0.0006325664],"study_design_scores_gemma":[0.0003688574,0.00009800267,0.01021857,0.00006369655,0.00001808612,0.00003283635,0.000465921,0.9871262,0.0001323045,0.001409981,0.000004059437,0.0000614721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428953,0.0001130346,0.05674472,0.00003624564,0.00009973007,0.00002806331,0.000004709065,0.00002895603,0.00004926059],"genre_scores_gemma":[0.9984109,0.0001757453,0.001339959,0.000003092846,0.00003710487,3.77516e-7,0.000008885056,0.00001134242,0.00001259186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05551562,"threshold_uncertainty_score":0.2110378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00602655206717437,"score_gpt":0.1979494033496787,"score_spread":0.1919228512825044,"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."}}