{"id":"W3112398201","doi":"10.1177/0954409720979085","title":"A comparative study of the vibration characteristics of railway vehicle axlebox bearings with inner/outer race faults","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part F Journal of Rail and Rapid Transit","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"National Natural Science Foundation of China","keywords":"Fault (geology); Bearing (navigation); Vibration; Identification (biology); Engineering; Structural engineering; Computer science; Acoustics; Geology; Artificial intelligence; Seismology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002138164,0.0002846107,0.0002087764,0.0005700625,0.0001312463,0.0001598496,0.0001687826,0.0002723179,0.0008411731],"category_scores_gemma":[0.0006221175,0.00008715839,0.0002017392,0.0002177906,0.0001667348,0.0002353162,0.0001459323,0.0001063376,0.0001625173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112441,"about_ca_system_score_gemma":0.0001274617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00298554,"about_ca_topic_score_gemma":0.002428173,"domain_scores_codex":[0.9998841,0.00001220574,0.000008088411,0.00002644244,0.00004373205,0.00002531475],"domain_scores_gemma":[0.9996006,0.0001355461,0.00006089097,0.00003451596,0.0001341851,0.00003433654],"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":[0.002296993,0.0004862884,0.1860885,0.0004899837,0.0001528205,0.0009811021,0.0008669648,0.1778853,0.4470239,0.0006436115,0.001573323,0.1815111],"study_design_scores_gemma":[0.00003261974,0.001668284,0.3813429,0.00002299702,0.00008785811,0.0003974203,0.0005553539,0.5719655,0.04254262,0.0002803094,0.001050294,0.00005382652],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910682,0.00006026945,0.007907449,0.00001561421,0.00001015533,0.000007543642,0.00008477102,0.0000881945,0.0007578327],"genre_scores_gemma":[0.9994394,0.00001481931,0.0002926518,0.000001527086,0.000001261372,0.00000180589,0.00005867477,0.000002640759,0.0001870999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00298554,"threshold_uncertainty_score":0.005936325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102380857086141,"score_gpt":0.191267088448637,"score_spread":0.1802432798777756,"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."}}