{"id":"W1983138862","doi":"10.1088/0957-0233/23/5/055605","title":"Fault detection of planetary gearboxes using new diagnostic parameters","year":2012,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Vibration; Fault (geology); SIGNAL (programming language); Computer science; Bearing (navigation); Amplitude; Root mean square; Acoustics; Structural engineering; Automotive engineering; Engineering; Geology; Physics; Artificial intelligence; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004804126,0.00005947411,0.00008991861,0.000348362,0.00005846757,0.00001042646,0.00009843177,0.00004719302,0.000002195953],"category_scores_gemma":[0.0002424462,0.00005453609,0.0000115492,0.0006514057,0.0001519746,0.0001015208,0.00002549587,0.00006787295,0.000002622812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007001631,"about_ca_system_score_gemma":0.00002465544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001346888,"about_ca_topic_score_gemma":0.00004998076,"domain_scores_codex":[0.9992678,0.000003249165,0.00009428935,0.00008955656,0.0003356311,0.0002094635],"domain_scores_gemma":[0.9997209,0.00001092396,0.00001985749,0.0001154588,0.0000831591,0.00004970771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001016077,0.00001710874,0.05146788,0.00002318341,0.0000316696,5.78762e-7,0.00005579546,0.005397574,0.8961866,0.0001588903,0.00001079713,0.04664889],"study_design_scores_gemma":[0.0003519276,0.0001308672,0.05542162,0.00007789159,0.0001962603,0.0000393129,0.0003327507,0.2607316,0.680409,0.001262199,0.0006349363,0.0004115537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920501,0.0007560127,0.006802133,0.00003194322,0.0001286038,0.00004956793,4.106057e-7,0.00007362309,0.0001076339],"genre_scores_gemma":[0.9988371,0.00003852986,0.001104438,0.000003303636,0.0000098513,0.000001331277,1.436923e-7,0.000003883071,0.000001434381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2553341,"threshold_uncertainty_score":0.2223917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480967324144395,"score_gpt":0.2071758369179836,"score_spread":0.1823661636765397,"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."}}