{"id":"W2469874861","doi":"10.5958/2249-7315.2016.00427.5","title":"Vibration Control of Quarter Car Integrated Seat Suspension with Driver Modelusing Type -1 and Type -2 Fuzzy Logic Controllers","year":2016,"lang":"en","type":"article","venue":"Asian Journal of Research in Social Sciences and Humanities","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vibration; Ride quality; Suspension (topology); Control theory (sociology); PID controller; Fuzzy logic; Controller (irrigation); Engineering; Car model; Automotive engineering; Active suspension; Quarter (Canadian coin); Type (biology); Control engineering; Control (management); Computer science; Mathematics; Artificial intelligence; Temperature control; Actuator; Electrical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008654018,0.00006045278,0.0001914211,0.0001916316,0.0001874525,0.00009127136,0.00007882053,0.00003813668,0.000007421817],"category_scores_gemma":[0.00001867754,0.00003456755,0.0000155024,0.0002042775,0.0005179963,0.0002783477,0.000009283443,0.0001170232,2.630166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004668621,"about_ca_system_score_gemma":0.00007596001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004712661,"about_ca_topic_score_gemma":0.0002420543,"domain_scores_codex":[0.999163,0.0001071549,0.0001847354,0.00006795689,0.0002982536,0.0001788763],"domain_scores_gemma":[0.9994364,0.0000714487,0.00005839387,0.0000258373,0.000374715,0.00003313881],"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":[0.005109608,0.0002147409,0.08001726,0.0006500631,0.0008549799,0.0003838667,0.08482116,0.01167069,0.2145572,0.4685905,0.001772481,0.1313575],"study_design_scores_gemma":[0.03222045,0.01879096,0.06947577,0.004631605,0.000184774,0.0003272649,0.3013563,0.4724932,0.0006941378,0.09561481,0.002521725,0.001689014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938172,0.0006082123,0.0007561192,0.0007941822,0.00008932242,0.0001175843,0.000003009239,0.000005571637,0.003808821],"genre_scores_gemma":[0.9997244,0.0001090957,0.00003696075,0.000009256568,0.00008565645,7.096498e-7,1.315642e-7,0.000004439574,0.00002929582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4608225,"threshold_uncertainty_score":0.1908579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151390895880307,"score_gpt":0.2966469432019762,"score_spread":0.2451330342431731,"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."}}