{"id":"W4409791154","doi":"10.61091/jcmcc127a-329","title":"Optimization design of double gyro-swing reduction device in complex sea state based on nonlinear dynamic equations","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Magnetic Bearings and Levitation Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Swing; Reduction (mathematics); Nonlinear system; Control theory (sociology); State (computer science); Computer science; Control engineering; Mathematics; Engineering; Physics; Mechanical engineering; Algorithm; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003065235,0.0007252642,0.0007886473,0.0002997981,0.0003739313,0.0009712629,0.000454038,0.000559016,0.00147425],"category_scores_gemma":[0.0004533193,0.0004283307,0.0005696027,0.0002641197,0.0003766424,0.0004535139,0.0005336364,0.0003618873,0.0002324006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004564651,"about_ca_system_score_gemma":0.0006767739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005804786,"about_ca_topic_score_gemma":0.002966609,"domain_scores_codex":[0.9998048,0.00003551394,0.00001106589,0.00005243842,0.00006543822,0.00003073927],"domain_scores_gemma":[0.9998868,0.00004040115,0.0000208095,0.000008056931,0.00003674625,0.000007255321],"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":[0.00005625304,0.00002717979,0.001074642,0.0001427207,0.00003500557,0.00008822804,0.0000760281,0.9651479,0.01094596,0.003834493,0.0005658132,0.0180058],"study_design_scores_gemma":[0.000006747095,0.00003169034,0.0002028484,0.000004047351,0.000007759396,0.000007375764,0.00001228531,0.9983776,0.0006411715,0.000264699,0.0004393009,0.000004464511],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1084465,0.0007713094,0.8731293,0.0002595886,0.00008581886,0.00009273516,0.00007529134,0.0002828782,0.01685662],"genre_scores_gemma":[0.9492984,0.0005181888,0.04480649,0.00004719798,0.00001502997,0.0002239795,0.00009240043,0.00003626447,0.004962084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005804786,"threshold_uncertainty_score":0.01154196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806458210104937,"score_gpt":0.2577624316507628,"score_spread":0.2396978495497135,"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."}}