{"id":"W2800436855","doi":"10.1139/tcsme-2017-1004","title":"THE DESIGN OF HYBRID ELECTROMECHANICAL VALVE ACTUATOR: EFFECTS OF CONSTRUCTION PARAMETERS","year":2017,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Electromagnetic Launch and Propulsion Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State Key Laboratory of Automotive Safety and Energy","keywords":"Magnetomotive force; Armature (electrical engineering); Electromagnetic coil; Magnet; Inductance; Electromagnet; Actuator; Control theory (sociology); Mechanical engineering; Dissipation; Mechanics; Materials science; Engineering; Electrical engineering; Physics; Voltage; Computer science","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":[0.0002229448,0.0001339095,0.0002408933,0.00003664416,0.0003072148,0.00001469187,0.0005476411,0.0001385213,0.000004349674],"category_scores_gemma":[0.0001605292,0.0001019994,0.0005639191,0.00009337327,0.0001372128,0.00005092751,0.000007363687,0.000277423,2.091306e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360182,"about_ca_system_score_gemma":0.0001126522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000781924,"about_ca_topic_score_gemma":0.0007091871,"domain_scores_codex":[0.999143,0.00001269563,0.0002776565,0.0001106429,0.0001262032,0.0003298197],"domain_scores_gemma":[0.9988791,0.0003524345,0.00009414808,0.0005171527,0.00005591229,0.0001012424],"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":[0.00003501881,0.00003000361,0.000001744515,0.0007809036,0.00132389,6.406775e-7,0.00009383794,0.03357058,0.8913116,0.02450846,0.0003579376,0.04798542],"study_design_scores_gemma":[0.0003387707,0.0002339083,0.000008362274,0.0000521799,0.0001441749,0.0000124988,0.00001149165,0.1081944,0.8864479,0.004263516,0.0001848574,0.0001079017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05929815,0.0003080718,0.9385414,0.0002964759,0.0007440841,0.0006876699,0.00004102923,0.00007280501,0.00001031631],"genre_scores_gemma":[0.9633743,0.0001525472,0.03635856,0.000007215865,0.00001083339,0.00005942381,7.861475e-7,0.00002695113,0.000009452112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9040761,"threshold_uncertainty_score":0.4159414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005883672826666413,"score_gpt":0.1826821913505922,"score_spread":0.1767985185239258,"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."}}