{"id":"W2283904298","doi":"10.1139/tcsme-2005-0003","title":"CONFIGURATION DESIGN OF SIX-SPEED AUTOMATIC TRANSMISSIONS WITH TWO-DEGREE-OF-FREEDOM PLANETARY GEAR TRAINS","year":2005,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gear train; Train; Clutch; Gear ratio; Set (abstract data type); Computer science; Automatic transmission; Control theory (sociology); Degree (music); Algorithm; Engineering; Automotive engineering; Backlash; Artificial intelligence; Acoustics; Physics","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":[0.0001611241,0.0001432996,0.0002682882,0.00008288445,0.00008337286,0.000007889416,0.0002097423,0.0001097715,0.00005778009],"category_scores_gemma":[0.000008255273,0.0001214862,0.0004573008,0.0002871656,0.00003839017,0.00006499689,0.000001358549,0.0001806515,4.648705e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164731,"about_ca_system_score_gemma":0.0001154046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767383,"about_ca_topic_score_gemma":0.01044075,"domain_scores_codex":[0.9991881,0.000007580233,0.0003146196,0.0001050851,0.0001590185,0.0002255895],"domain_scores_gemma":[0.9994408,0.00009238457,0.00004300632,0.0002282457,0.00005323962,0.0001422694],"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":[0.000003748963,0.00001341454,8.779459e-7,0.0001442054,0.0003649066,1.109746e-7,0.0002713905,0.9685408,0.02827028,0.000357357,0.00001923883,0.002013707],"study_design_scores_gemma":[0.0004464606,0.00005168736,0.00004816385,0.0000836108,0.0003338243,0.000003702203,0.00007356807,0.9895836,0.009108462,0.00001935223,0.0001196221,0.0001279197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01409447,0.00007228241,0.9849734,0.0001763532,0.00007764929,0.0003383986,0.0001635966,0.00006616326,0.00003771363],"genre_scores_gemma":[0.9180307,0.00001274734,0.08184953,0.000006759238,0.00001815523,0.000009969509,0.00001169833,0.00003173027,0.0000287435],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9039362,"threshold_uncertainty_score":0.5826184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552558672366036,"score_gpt":0.1946210799247226,"score_spread":0.1790954932010622,"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."}}