{"id":"W2122563062","doi":"10.1109/ccdc.2008.4598327","title":"Characterization of rate-dependent hysteresis of magnetostrictive actuators","year":2008,"lang":"en","type":"article","venue":"","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Michigan State University","keywords":"Hysteresis; Actuator; Prandtl number; Control theory (sociology); Magnetostriction; Displacement (psychology); Function (biology); Physics; Materials science; Mechanics; Computer science; Condensed matter physics; Magnetic field; Convection","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":[0.00004032064,0.00008554231,0.0001843558,0.0000902433,0.00001468636,0.000001974127,0.00007574187,0.00004855608,0.0001435488],"category_scores_gemma":[0.00001269651,0.00007554479,0.00004397804,0.0001736615,0.00001536697,0.00008994944,0.00000823495,0.0000434437,0.000008317732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002227489,"about_ca_system_score_gemma":0.00001740241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002065026,"about_ca_topic_score_gemma":0.000001675522,"domain_scores_codex":[0.9994789,0.00001322602,0.0002194545,0.00007160783,0.0001061895,0.000110617],"domain_scores_gemma":[0.9997211,0.00003093327,0.00005365481,0.0001128874,0.00004933555,0.00003216188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004683884,0.00007173774,0.003989066,0.00006407624,0.0001350203,0.000005575263,0.0006129682,0.0001716389,0.8319619,0.0004397038,0.0001619809,0.1623395],"study_design_scores_gemma":[0.0009524947,0.0001984553,0.03501321,0.00001655773,0.00004628649,0.000008831605,0.00006837524,0.05959855,0.9034673,0.00005685843,0.0003054212,0.0002676476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.896668,0.00002887273,0.1002247,0.000005771805,0.00006242601,0.0001030166,0.00001245922,0.00005843736,0.002836316],"genre_scores_gemma":[0.9994954,0.0001236744,0.00006603469,0.00001082413,0.00002145668,0.000006802247,0.000006486058,0.0000133699,0.0002559491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1620719,"threshold_uncertainty_score":0.3080627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00554629999780437,"score_gpt":0.1620721884619503,"score_spread":0.1565258884641459,"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."}}