{"id":"W2152136596","doi":"10.1109/aim.2010.5695939","title":"Modeling, simulation & fault detection in excavators with time-varying loading","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Excavator; Fault (geology); Process (computing); Fault detection and isolation; Engineering; Focus (optics); Computer science; Structural engineering; Artificial intelligence; Actuator","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":[0.0003446018,0.0004943612,0.0005167614,0.0004033243,0.0003246707,0.0007509682,0.0007419678,0.001337437,0.001389434],"category_scores_gemma":[0.001159404,0.0003376076,0.000504631,0.000348154,0.0005734026,0.0005404121,0.0004964003,0.0004892831,0.0002175009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006008702,"about_ca_system_score_gemma":0.0005942882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01749975,"about_ca_topic_score_gemma":0.009829638,"domain_scores_codex":[0.9998392,0.00004730559,0.00001107309,0.00002870411,0.00004183683,0.00003191566],"domain_scores_gemma":[0.9994581,0.0003279407,0.00008018687,0.00004304177,0.00006283168,0.00002796437],"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":[0.00001824369,0.00001260598,0.0005576565,0.00001159927,0.000004806745,0.00003349131,0.00001947463,0.9968091,0.0007586494,0.0003642766,0.0000455776,0.001364541],"study_design_scores_gemma":[0.000002165166,0.000006849783,0.0001034258,0.00000121157,9.907889e-7,0.000003607118,0.000004485451,0.9995376,0.0001537966,0.0001139734,0.00007073297,0.000001311595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5623837,0.0005119074,0.4217117,0.000404727,0.00005750276,0.0001397907,0.0004231172,0.001007471,0.01336017],"genre_scores_gemma":[0.9811733,0.0002021413,0.01589338,0.00001829455,0.000008603799,0.00009192671,0.0001178824,0.00003112094,0.002463333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01749975,"threshold_uncertainty_score":0.03479576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577860400594949,"score_gpt":0.2376071989151548,"score_spread":0.2218285949092053,"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."}}