{"id":"W2006011947","doi":"10.1109/cimsa.2011.6059913","title":"Classification of gear damage levels in planetary gearboxes","year":2011,"lang":"en","type":"article","venue":"","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Linear discriminant analysis; Discriminant; Artificial intelligence; Feature extraction; Feature selection; Computer science; Pattern recognition (psychology); Support vector machine; Selection (genetic algorithm); Baseline (sea); Machine learning; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002951614,0.000386982,0.0004638059,0.001902486,0.0002570481,0.0002799223,0.0002506402,0.0004451584,0.0008401457],"category_scores_gemma":[0.001517967,0.0001534141,0.0002290915,0.0004145067,0.0002756271,0.0003814508,0.0003975586,0.0002149343,0.0002997881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846643,"about_ca_system_score_gemma":0.0001121916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000677262,"about_ca_topic_score_gemma":0.001156291,"domain_scores_codex":[0.9997088,0.00002876553,0.00002950076,0.00006115439,0.0001341984,0.00003751622],"domain_scores_gemma":[0.999408,0.0001788714,0.0001369028,0.00006595666,0.0001560418,0.00005424035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001188484,0.0003490343,0.2863777,0.0003609445,0.0001195691,0.001105572,0.0006732009,0.03939063,0.2065162,0.0004334689,0.002023641,0.4614617],"study_design_scores_gemma":[0.00002426241,0.0006710509,0.7003517,0.00004977365,0.00005708487,0.001005819,0.0007275576,0.2467175,0.04835229,0.0007412412,0.001237007,0.00006467909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813862,0.0001640961,0.01732379,0.00003871614,0.00002061119,0.00003282695,0.0001452866,0.0002050513,0.0006833336],"genre_scores_gemma":[0.994841,0.00005200133,0.004602935,0.000005632814,0.000005032896,0.00001053983,0.000146871,0.0000064141,0.0003295439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001902486,"threshold_uncertainty_score":0.002810597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.036245431665935,"score_gpt":0.2043423037096917,"score_spread":0.1680968720437567,"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."}}