{"id":"W2065503076","doi":"10.1007/s11015-014-9943-x","title":"Modeling the Laws that Determine the Quality of Rolled Rounds During the Rolling Operation","year":2014,"lang":"en","type":"article","venue":"Metallurgist","topic":"Soil Science and Environmental Management","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"USable; Context (archaeology); Rolling mill; Quality (philosophy); Mill; Metallurgy; Materials science; Mechanical engineering; Engineering; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001690541,0.00008977903,0.0001180957,0.000003375528,0.0007089584,0.00011834,0.0004973569,0.00002234286,0.0001377274],"category_scores_gemma":[0.00003775365,0.00001910677,0.0001047396,0.000126565,0.0001377542,0.0001247622,0.0001475641,0.00007359838,0.00001323021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001614395,"about_ca_system_score_gemma":0.000001094283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567966,"about_ca_topic_score_gemma":0.002429262,"domain_scores_codex":[0.9989284,0.0002027993,0.000212352,0.0001673727,0.0003258504,0.0001632371],"domain_scores_gemma":[0.9995689,0.0001750437,0.00008341462,0.0001420749,0.000009200445,0.00002135468],"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":[0.0001715588,0.000282864,0.02721901,0.00003961263,0.0001524004,0.000001597079,0.001971329,0.4395379,0.380488,0.00579038,0.0000615457,0.1442837],"study_design_scores_gemma":[0.0003648493,0.0001055677,0.403619,0.00001481314,0.0000595163,0.000003345816,0.003693477,0.5794021,0.004360516,0.001077299,0.007031859,0.0002676227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944488,0.00006272373,0.0002820593,0.003675079,0.00007548749,0.0001873142,0.000001603217,0.00001279366,0.001254157],"genre_scores_gemma":[0.9989796,0.0000412861,0.00001586764,0.0003232487,0.0001164794,0.00002522278,0.000004334265,6.724872e-7,0.0004933145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3764,"threshold_uncertainty_score":0.5452806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0531458059869012,"score_gpt":0.2441698301622273,"score_spread":0.1910240241753262,"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."}}