{"id":"W4388101993","doi":"10.3390/act12110407","title":"Design and Experimental Assessment of a Vibration Control System Driven by Low Inertia Hydrostatic Magnetorheological Actuators for Heavy Equipment","year":2023,"lang":"en","type":"article","venue":"Actuators","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Michelin; Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Magnetorheological fluid; Clutch; Actuator; Automotive engineering; Engineering; Vibration; Active suspension; Inertia; Suspension (topology); Damper; Control engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002601049,0.0002137655,0.0003626677,0.00008994776,0.00008803379,0.00003641963,0.0001051312,0.000133155,0.00004664677],"category_scores_gemma":[0.00003683758,0.0001675819,0.00007054639,0.0001540261,0.00006607211,0.0001496323,0.0000292637,0.0000797043,0.000008379435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030553,"about_ca_system_score_gemma":0.00002605912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003237447,"about_ca_topic_score_gemma":3.416731e-7,"domain_scores_codex":[0.9987695,0.00008484311,0.0004140511,0.0002344177,0.0002006207,0.0002965316],"domain_scores_gemma":[0.999252,0.0004019788,0.0000589184,0.0001303686,0.00003106919,0.0001256199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003935464,0.0002619141,0.001749536,0.0006112112,0.0004923383,0.00001680097,0.00107909,0.1286435,0.838522,0.01167109,0.009644938,0.006914007],"study_design_scores_gemma":[0.001747247,0.0006268905,0.0006921638,0.00003195831,0.00003337315,0.000001916209,0.000220198,0.9687413,0.02757131,0.00007477146,0.0000599557,0.0001988931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.367043,0.0001095115,0.631413,0.00009254414,0.0001854908,0.0007839437,0.00002789384,0.0003003711,0.00004425998],"genre_scores_gemma":[0.9946036,0.00001822167,0.004726165,0.00007995576,0.00003906527,0.0004201762,0.00006045043,0.00002686163,0.00002549976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8400978,"threshold_uncertainty_score":0.6833793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007984141282054,"score_gpt":0.2413499903800856,"score_spread":0.231270148967265,"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."}}