{"id":"W4289382807","doi":"","title":"ESTIMATION OF THE RELIABILITY OF GEARS IN A GEAR SYSTEM USING PARALLEL CALCULATIONS","year":2018,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Reliability (semiconductor); Computer science; Estimation; Reliability engineering; Engineering; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.004457888,0.0002342731,0.0004762315,0.0001946639,0.0001513969,0.00006214726,0.0007587592,0.0002841687,0.00003779748],"category_scores_gemma":[0.00094622,0.0002295851,0.0003317144,0.0007700695,0.0003304793,0.00008501356,0.0006271369,0.0004240947,0.000008548867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004054069,"about_ca_system_score_gemma":0.0001977047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01483974,"about_ca_topic_score_gemma":0.003197604,"domain_scores_codex":[0.9953926,0.00265735,0.0009276498,0.0004032145,0.0003771183,0.0002420489],"domain_scores_gemma":[0.9955257,0.000577349,0.0005726923,0.001950446,0.001306261,0.00006752159],"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":[0.000003973755,0.0002024146,0.01841412,0.0008767463,0.00007779822,4.02583e-7,0.00409954,0.929907,0.001979278,0.04261771,0.000008626874,0.001812408],"study_design_scores_gemma":[0.0001913761,1.778121e-7,0.06275243,0.003117912,0.0001214793,0.000002604924,0.000102742,0.9288006,0.003646755,0.0010543,0.00004872739,0.0001608676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7205254,0.0001849734,0.2752023,0.0005672346,0.000167391,0.0003046675,0.0000482344,0.00003679687,0.002962996],"genre_scores_gemma":[0.8926235,0.0000491933,0.1066626,0.000001634729,0.000007821293,0.00001216515,0.00005783,0.00002843963,0.0005568353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1720981,"threshold_uncertainty_score":0.9917206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265952917955687,"score_gpt":0.2237340919221809,"score_spread":0.211074562742624,"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."}}