{"id":"W4394130428","doi":"10.6084/m9.figshare.21087457","title":"PARAMETER OPTIMIZATION OF TRACTOR'S STEERING TRAPEZOID MECHANISM BASED ON IMPROVED ADAPTIVE DIRECTION STRATEGY TEACHING-LEARNING-BASED OPTIMIZATION","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Tractor; Mechanism (biology); Computer science; Control theory (sociology); Control engineering; Engineering; Simulation; Artificial intelligence; Automotive engineering; Physics; Control (management)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001622709,0.000525672,0.0004771844,0.0004335037,0.0001703803,0.0000939146,0.0003391679,0.0005124507,0.07531043],"category_scores_gemma":[0.0004018258,0.0006200125,0.0002137339,0.0002832218,0.000003848691,0.0001444923,0.00004488174,0.001396125,0.00001168416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00034044,"about_ca_system_score_gemma":0.0001097002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003775103,"about_ca_topic_score_gemma":0.0000171399,"domain_scores_codex":[0.9980573,0.0001795153,0.0004925259,0.0004865208,0.0004418133,0.0003422945],"domain_scores_gemma":[0.9986777,0.0002747112,0.000370806,0.000462348,0.000114041,0.0001004379],"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":[0.00004776951,0.000100369,3.621636e-8,0.0004092055,0.00005193391,0.000005246931,0.000008881224,0.8883436,0.00001624732,0.000001721545,0.1097245,0.001290519],"study_design_scores_gemma":[0.0005327991,0.0007047195,0.000001909038,0.0006089749,0.00007287123,0.000001219574,0.0000264455,0.9704444,0.0001381295,0.000001996733,0.02691494,0.0005515539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001015697,0.00003124668,0.01605592,0.00000289462,0.0003472968,0.0005908234,0.9825507,0.0003484346,0.00006252725],"genre_scores_gemma":[0.009170364,0.00001286824,0.0009965637,0.00003151679,0.00007795924,0.0004854839,0.9890618,0.0001521456,0.00001123694],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08280954,"threshold_uncertainty_score":0.9996251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662779800699882,"score_gpt":0.2198526593422294,"score_spread":0.2032248613352306,"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."}}