{"id":"W4405519052","doi":"10.2316/j.2025.201-0434","title":"CHARACTERISTIC STUDY OF TRANSMISSION GEARS AND THEIR STRUCTURAL OPTIMISATION FOR MULTIPLE-UNIT TRAINS BASED ON FINITE ELEMENT ANALYSIS, 17-22.","year":2024,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Finite element method; Train; Unit (ring theory); Transmission (telecommunications); Structural engineering; Computer science; Engineering; Mechanical engineering; Mathematics; Electrical engineering; Geography","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":[0.0002594134,0.0001573312,0.0003678248,0.0002439489,0.00005818889,0.00008406229,0.00004945591,0.00005019692,0.000009440778],"category_scores_gemma":[0.000006056383,0.0001166984,0.0001166934,0.000156838,0.000007653187,0.00003584852,0.000003844692,0.00007605109,1.79382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000302124,"about_ca_system_score_gemma":0.00001131622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008271042,"about_ca_topic_score_gemma":0.00005720695,"domain_scores_codex":[0.9992021,0.00003920929,0.0002853565,0.0002047506,0.0001102114,0.000158378],"domain_scores_gemma":[0.9995772,0.0001707275,0.0000355436,0.0001367055,0.0000276034,0.00005219917],"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":[0.00006585637,0.00004004152,0.001393722,0.0004309134,0.001712914,0.000001717446,0.0009265915,0.974893,0.003185946,0.0001709457,0.000003177001,0.01717514],"study_design_scores_gemma":[0.00136295,0.0002735596,0.003068261,0.00005706375,0.0007665708,5.290495e-7,0.0005204523,0.9935905,0.00001971932,0.0000124995,0.000211023,0.0001168171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5628605,0.0008747656,0.4354354,0.00001626607,0.00008236347,0.0005606416,0.0001106604,0.00005045291,0.000008997332],"genre_scores_gemma":[0.999698,0.00001946062,0.00006033923,0.000004408569,0.00003479987,0.00007811218,0.00004471378,0.00001832405,0.00004181302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4368375,"threshold_uncertainty_score":0.4758824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008625548268559066,"score_gpt":0.2138912539370331,"score_spread":0.205265705668474,"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."}}