{"id":"W4404076107","doi":"10.3390/app142210093","title":"Performance Verification and Evaluation of Semi-Active Actuator System Using Quarter Car Lab Simulation with RLDA Data","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kyungpook National University","keywords":"Computer science; Actuator; Quarter (Canadian coin); Simulation; Artificial intelligence; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001067786,0.0005291122,0.0005059916,0.0004558822,0.000370226,0.0006188989,0.000861356,0.0006065299,0.003750972],"category_scores_gemma":[0.002035019,0.0002057228,0.0004348437,0.0001620481,0.0003912064,0.0004215572,0.0003814659,0.000460212,0.0004976179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004524415,"about_ca_system_score_gemma":0.000551763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005820845,"about_ca_topic_score_gemma":0.00350668,"domain_scores_codex":[0.9996159,0.0001097728,0.00003264323,0.00004529048,0.0001313262,0.00006509116],"domain_scores_gemma":[0.9983655,0.0007670089,0.00012718,0.0002010338,0.0004736739,0.00006564934],"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":[0.001018577,0.0006404209,0.007575593,0.0004439934,0.00005799998,0.0002350534,0.0004112707,0.9088413,0.05630053,0.001052573,0.0006751834,0.02274748],"study_design_scores_gemma":[0.00002942248,0.0005008109,0.001051134,0.000006145324,0.000009901507,0.00001387636,0.00005830299,0.9824572,0.01549799,0.00005813465,0.0003069272,0.00001017841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577019,0.0000497716,0.0368656,0.00006439075,0.00002276703,0.0001107079,0.0003321493,0.001031518,0.00382116],"genre_scores_gemma":[0.9950604,0.00001587991,0.004077263,0.000006068071,0.000001041045,0.00004898364,0.00009526931,0.00001686321,0.0006782599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005820845,"threshold_uncertainty_score":0.01254827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06851373046946384,"score_gpt":0.2966788202585587,"score_spread":0.2281650897890948,"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."}}