{"id":"W3165300429","doi":"10.48336/8gh3-g597","title":"Nonlinear random vibration of planetary gear trains with elastic ring gear","year":2022,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nonlinear system; Backlash; Gear train; Turbine; Vibration; Control theory (sociology); Engineering; Parametric statistics; Wind power; Random vibration; Structural engineering; Computer science; Mechanical engineering; Mathematics; Physics; Acoustics; Artificial intelligence","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"],"consensus_categories":[],"category_scores_codex":[0.0005514248,0.0004374088,0.000793936,0.00208716,0.001005625,0.0001010104,0.001064424,0.0004596632,0.0002452994],"category_scores_gemma":[0.00005845206,0.0005319554,0.0003551345,0.001892945,0.0001997874,0.0004230015,0.0001865512,0.001649188,0.00001764522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009556617,"about_ca_system_score_gemma":0.0006995721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033308,"about_ca_topic_score_gemma":0.001603236,"domain_scores_codex":[0.9963175,0.0005461723,0.0003485322,0.0006922076,0.001452938,0.0006426427],"domain_scores_gemma":[0.9981077,0.0003457688,0.0002015324,0.0005949899,0.0004670764,0.0002829816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07887614,0.001892377,0.001635358,0.005828561,0.01305873,0.02190988,0.01537096,0.6719186,0.1750918,0.005513648,0.005822924,0.003081045],"study_design_scores_gemma":[0.06546533,0.008258976,0.005430991,0.00214825,0.01074856,0.0002273025,0.09995335,0.3673447,0.04996226,0.0002205301,0.3811427,0.009097064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9212746,0.00007724245,0.0004196611,0.00001199582,0.005653796,0.0008172874,0.0002274676,0.0002969374,0.07122102],"genre_scores_gemma":[0.9353026,0.0004405654,0.0008227104,0.000001834675,0.003404849,0.000001528305,0.003240237,0.0001905594,0.05659513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3753198,"threshold_uncertainty_score":0.9997132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115192127881523,"score_gpt":0.2140227041990075,"score_spread":0.2028707829201922,"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."}}