{"id":"W2189538099","doi":"10.5897/jmer.9000050","title":"Vehicle gearbox fault diagnosis using noise measurements","year":2010,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waveform; Noise (video); Instrumentation (computer programming); Condition monitoring; Fault (geology); Signal processing; SIGNAL (programming language); Engineering; Acoustic emission; Acoustics; Noise reduction; Computer science; Automotive engineering; Electronic engineering; Voltage; Electrical engineering; Artificial intelligence; Digital signal processing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002348634,0.0003345388,0.0003825611,0.0008378664,0.0001187709,0.0003351194,0.0003057311,0.0004405145,0.0006470643],"category_scores_gemma":[0.001320195,0.0001122025,0.0001154534,0.0003093598,0.0001560746,0.0004049238,0.0002278077,0.0001604122,0.000223884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001708022,"about_ca_system_score_gemma":0.0001077603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005468667,"about_ca_topic_score_gemma":0.0007630192,"domain_scores_codex":[0.9997204,0.00005063128,0.0000134924,0.00006542615,0.0001302099,0.00001985249],"domain_scores_gemma":[0.9995565,0.0001907902,0.00006690446,0.00004149528,0.0001273921,0.0000170436],"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":[0.0009895014,0.0001660619,0.02457287,0.0003174159,0.00004012146,0.0004618218,0.000251846,0.03090426,0.7058709,0.0003795151,0.0003461144,0.2356996],"study_design_scores_gemma":[0.00004363638,0.001246016,0.06397371,0.00005181825,0.00006346561,0.000807158,0.0003006038,0.345838,0.5849589,0.000771734,0.00189368,0.00005127593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856811,0.0007541334,0.1397704,0.0000474528,0.00004623025,0.00005791885,0.0001594365,0.0009133794,0.001440106],"genre_scores_gemma":[0.9887291,0.0001333908,0.01051146,0.000004296895,0.000005555104,0.00001069541,0.00008654859,0.00001107886,0.0005078648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008378664,"threshold_uncertainty_score":0.002164662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07671958000496042,"score_gpt":0.3658726223935138,"score_spread":0.2891530423885534,"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."}}