{"id":"W2037452536","doi":"10.4028/www.scientific.net/msf.500-501.211","title":"Problems Associated with Modeling Interpass Softening during Industrial Hot Strip Rolling","year":2005,"lang":"en","type":"article","venue":"Materials science forum","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Rolling mill; Softening; Materials science; Mill; Metallurgy; Mechanical engineering; Composite material; 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":[0.0009289224,0.000754373,0.0008335309,0.0003962317,0.0007254235,0.001497415,0.00193355,0.001869816,0.002433247],"category_scores_gemma":[0.001838055,0.0009657016,0.0008083355,0.0006178278,0.0008042192,0.001498616,0.0009532479,0.001516528,0.0006155144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009596641,"about_ca_system_score_gemma":0.001077855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042049,"about_ca_topic_score_gemma":0.007337292,"domain_scores_codex":[0.9996418,0.00008450394,0.00002407903,0.00004764943,0.0001438954,0.00005806276],"domain_scores_gemma":[0.9993621,0.0003463587,0.00007311153,0.0001111039,0.00007355695,0.00003388384],"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":[0.00001596552,0.00002082481,0.0002425169,0.00003414983,0.000004585777,0.0000478314,0.0000416355,0.9898458,0.002178381,0.004026897,0.0001481957,0.003393365],"study_design_scores_gemma":[0.000004966037,0.00002215997,0.0001686121,0.000007263137,0.00000463763,0.00002857667,0.00002371872,0.9951616,0.001515105,0.002171439,0.0008839979,0.000007863959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1621223,0.001064317,0.806985,0.0004838156,0.0001376859,0.0001588627,0.0003644369,0.001045007,0.02763869],"genre_scores_gemma":[0.9339699,0.001038298,0.05100544,0.0001050074,0.00004924689,0.0001624124,0.0002134366,0.00047805,0.01297831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01042049,"threshold_uncertainty_score":0.02071971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117337181026605,"score_gpt":0.2040141767141337,"score_spread":0.1828408049038677,"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."}}