{"id":"W4376272170","doi":"10.1139/tcsme-2022-0148","title":"Study on the influence of 3D modification on dynamic characteristics of a herringbone gear transmission system","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tooth surface; Vibration; Surface modification; Process (computing); Noise (video); Materials science; Gear tooth; Tooth root; Structural engineering; Computer science; Mechanical engineering; Engineering; 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":[0.000279188,0.0001113906,0.0002074585,0.00008786496,0.00009948106,0.000006984663,0.000237669,0.00008219633,0.000002270098],"category_scores_gemma":[0.0000158751,0.00008521641,0.0003113764,0.0004853606,0.00001783874,0.00002151964,0.000003121309,0.0001871191,0.000001059066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791833,"about_ca_system_score_gemma":0.00003570154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196523,"about_ca_topic_score_gemma":0.0006065174,"domain_scores_codex":[0.9992394,0.00001036287,0.0002903534,0.0001075985,0.0001830059,0.0001692827],"domain_scores_gemma":[0.9994125,0.0001052512,0.00004748672,0.0003173859,0.00005309356,0.00006425029],"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":[0.00000405818,0.00002246146,0.000005469215,0.0002412345,0.0001851425,1.511624e-7,0.0004714222,0.9746607,0.02299288,0.0007506516,0.000002533081,0.0006632889],"study_design_scores_gemma":[0.0001511847,0.00007273089,0.004200406,0.0001752912,0.0001348942,4.899001e-7,0.0004161575,0.992281,0.002450415,0.0000122527,0.00001898037,0.00008625221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473183,0.00000527028,0.05190655,0.00008333052,0.00009532209,0.0003891162,0.0001238312,0.0000699353,0.000008297679],"genre_scores_gemma":[0.9995611,0.000009803499,0.0003283594,0.000004277633,0.000005460578,0.00003955283,0.000004195945,0.00002821119,0.00001901234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05224278,"threshold_uncertainty_score":0.3475024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239153697076375,"score_gpt":0.2101338503964017,"score_spread":0.1977423134256379,"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."}}