{"id":"W7037910287","doi":"","title":"Fault detection in bearings using acoustics emission signals under various operating conditions","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bearing (navigation); Acoustic emission; Transducer; Condition monitoring; Signal processing; Fault detection and isolation; SIGNAL (programming language); Rolling-element bearing","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":[0.0002238507,0.0001863565,0.0001867245,0.0007259837,0.0001457801,0.0001648926,0.0002006719,0.0002641306,0.0006076234],"category_scores_gemma":[0.0007924236,0.00009361833,0.0000683866,0.0003814613,0.0003061228,0.0003008916,0.0001839748,0.0001335965,0.000159156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009559523,"about_ca_system_score_gemma":0.00006949526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004958977,"about_ca_topic_score_gemma":0.0007110711,"domain_scores_codex":[0.9998472,0.00002148471,0.000005174408,0.0000344886,0.00007551986,0.0000161471],"domain_scores_gemma":[0.9996467,0.0001523192,0.00007646273,0.00001430618,0.00008827328,0.00002188262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002857746,0.00005503452,0.02494418,0.00009489509,0.000009097474,0.000129648,0.0003486077,0.000650432,0.9398904,0.00006729954,0.00005307079,0.03347147],"study_design_scores_gemma":[0.00003841103,0.001744118,0.4699458,0.00002506808,0.0000585519,0.001476734,0.0006387843,0.01107686,0.5133734,0.0003189068,0.001271367,0.00003204352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969301,0.0001107955,0.00250408,0.000009847324,0.000003925304,0.000006484786,0.00004759591,0.0000321552,0.0003550877],"genre_scores_gemma":[0.9977017,0.00006898773,0.001886903,0.00000452513,0.000004024002,0.000005759884,0.00007132631,0.000004251056,0.0002525561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007259837,"threshold_uncertainty_score":0.002032638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04622090246523845,"score_gpt":0.2339933762760137,"score_spread":0.1877724738107752,"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."}}