{"id":"W7108069584","doi":"10.1139/tcsme-2025-0041","title":"Theoretical studies of self-synchronous transmission mechanism in a far super-resonant vibrating system actuated with four central symmetry motors","year":2025,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Sichuan Province","keywords":"Vibration; Synchronization (alternating current); Mechanism (biology); Control theory (sociology); Symmetry (geometry); Mechanical system; Transmission (telecommunications); Stability (learning theory); Trajectory; Rotational symmetry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002739425,0.0001293814,0.0002304302,0.00009271732,0.0001408676,0.00002002956,0.0003634119,0.0001087564,0.000001587172],"category_scores_gemma":[0.00001074312,0.00009682133,0.0002399178,0.0004675001,0.00002737588,0.0001168514,0.00001126502,0.0001842131,6.418539e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004239335,"about_ca_system_score_gemma":0.0002731558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225486,"about_ca_topic_score_gemma":0.002545576,"domain_scores_codex":[0.999074,0.00002034278,0.0003046478,0.0001614751,0.000149799,0.0002897732],"domain_scores_gemma":[0.9994624,0.0001096393,0.00004802553,0.0002140734,0.00007196361,0.00009387697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001432022,0.00005481754,0.00001176591,0.001252274,0.0003876441,0.000001459767,0.002718452,0.04666031,0.004791181,0.9362307,0.000002550939,0.007874536],"study_design_scores_gemma":[0.00038331,0.00006577488,0.00003508881,0.0003922101,0.00005009994,0.000005104926,0.0003200765,0.9908725,0.007013049,0.0007474963,0.00001951261,0.00009575077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0356302,0.00004582073,0.9632268,0.0004608108,0.0001689436,0.0003816317,0.0000310235,0.00004814056,0.000006647257],"genre_scores_gemma":[0.9267511,0.00001350423,0.07314749,0.00004204588,0.000006160702,0.00002468674,0.000001510325,0.00001020017,0.000003290427],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9442122,"threshold_uncertainty_score":0.3948259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00672539362662262,"score_gpt":0.2021817327015185,"score_spread":0.1954563390748959,"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."}}