{"id":"W3043851360","doi":"10.32339/0135-5910-2020-6-586-590","title":"Status of nondestructive control of transport function metal products at JSC EVRAZ NTMK","year":2020,"lang":"en","type":"article","venue":"Ferrous Metallurgy Bulletin of Scientific Technical and Economic Information","topic":"Railway Systems and Materials Science","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Ultrasonic sensor; Nondestructive testing; Engineering; Ultrasonic testing; Control system; Automotive engineering; Mechanical engineering; Acoustics; Electrical engineering","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":[0.002374008,0.0008452615,0.0006045218,0.001759457,0.0004628812,0.001198707,0.002498985,0.0009116955,0.008184526],"category_scores_gemma":[0.001599891,0.0003336437,0.00032619,0.001038127,0.0006620049,0.0009502613,0.0008241177,0.000580576,0.003600875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002029783,"about_ca_system_score_gemma":0.00145277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663667,"about_ca_topic_score_gemma":0.001470295,"domain_scores_codex":[0.9971008,0.000236503,0.00008573342,0.0004429249,0.00195928,0.0001748596],"domain_scores_gemma":[0.9978542,0.000255777,0.0001664614,0.000428894,0.001213487,0.00008121986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001187169,0.0002001921,0.005719628,0.0009157821,0.00004498889,0.000237328,0.0004489873,0.006487551,0.4111775,0.007489784,0.01019675,0.5558944],"study_design_scores_gemma":[0.0001071597,0.001608209,0.023217,0.0003014515,0.0001279508,0.001072354,0.0002239904,0.03312903,0.6021175,0.001565738,0.3364067,0.000122787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3334893,0.0537136,0.4864804,0.002704324,0.0008471419,0.0006563365,0.004639054,0.01498193,0.102488],"genre_scores_gemma":[0.649594,0.009608069,0.2375099,0.0002886576,0.0003294156,0.0003743567,0.00888092,0.001194551,0.09222007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008184526,"threshold_uncertainty_score":0.02737993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008459827197307921,"score_gpt":0.1695302447836333,"score_spread":0.1610704175863254,"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."}}