{"id":"W4200374034","doi":"10.1002/qre.3029","title":"Normalization of gearbox vibration signal for tooth crack diagnosis under variable speed conditions","year":2021,"lang":"en","type":"article","venue":"Quality and Reliability Engineering International","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Normalization (sociology); Vibration; Acoustics; Structural engineering; Computer science; Control theory (sociology); Engineering; Artificial intelligence; 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":[0.0002808078,0.00009655452,0.0001622476,0.00007356946,0.00003892738,0.00004494923,0.00006715904,0.00008197835,0.0001522692],"category_scores_gemma":[0.0001776175,0.0001077055,0.00008001406,0.0001506007,0.00001969139,0.0001183563,0.00002426482,0.00008101156,0.000001288597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005919254,"about_ca_system_score_gemma":0.00002365102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004005498,"about_ca_topic_score_gemma":0.000009508064,"domain_scores_codex":[0.9992182,0.0000177848,0.0003372005,0.0001609692,0.0001572808,0.0001086063],"domain_scores_gemma":[0.9993294,0.0002166666,0.00003960981,0.0001263702,0.0002461521,0.00004182628],"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":[0.000004471397,0.00007301582,0.002649158,0.0002002174,0.0001001308,2.273972e-7,0.00006041724,0.9552587,0.01609771,0.02542024,0.00004632832,0.00008935609],"study_design_scores_gemma":[0.0002581859,0.00001663573,0.0263327,0.00003630487,0.00004146896,0.000001902693,0.00004112729,0.9616355,0.008456947,0.002247586,0.000789734,0.0001419448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5141677,0.00006076333,0.4843426,0.0003146938,0.0003840965,0.0001066475,0.000206175,0.00009172156,0.0003256078],"genre_scores_gemma":[0.9921519,0.00005628226,0.007171535,0.0000349282,0.0000754909,0.00002028406,0.000386532,0.00001436027,0.00008874253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4779842,"threshold_uncertainty_score":0.4392105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414196215653146,"score_gpt":0.2573368742862064,"score_spread":0.2431949121296749,"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."}}