{"id":"W2254920876","doi":"","title":"PREDICTION OF WORK-PIECE CONSTITUTIVE EQUATION IN HOT ROLLING OF STRIP","year":2008,"lang":"en","type":"article","venue":"Faṣlnāmah-i muhandisī-i mikānīk-i jāmidāt.","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Work (physics); Flow stress; Rolling mill; Constitutive equation; Mill; Materials science; Strain rate; Reduction (mathematics); Mechanical engineering; Metallurgy; Mechanics; Structural engineering; Mathematics; Engineering; Geometry; Physics; Finite element method","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":[0.0002829042,0.0003092513,0.0004054132,0.0002231828,0.0002366109,0.0004805175,0.0004723758,0.001040038,0.0008980741],"category_scores_gemma":[0.0006914914,0.0002999911,0.0003792667,0.0001768449,0.0004123103,0.0004475984,0.0001714472,0.000395827,0.0001852575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000392153,"about_ca_system_score_gemma":0.0005107496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00720271,"about_ca_topic_score_gemma":0.005370853,"domain_scores_codex":[0.9999033,0.00002395245,0.000004492487,0.00002066033,0.00003118226,0.00001631012],"domain_scores_gemma":[0.9998312,0.00008042392,0.00002548124,0.00001615741,0.00003453848,0.0000121043],"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":[0.00004821329,0.0000485956,0.003161832,0.00005964065,0.000009489622,0.000197719,0.00009329372,0.9694678,0.01773359,0.002392635,0.0003037996,0.006483434],"study_design_scores_gemma":[0.000004097101,0.00001223129,0.0006425897,0.000001935468,0.000001592849,0.00001315095,0.000006294374,0.998038,0.001026027,0.0001626669,0.00008839427,0.000002925392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7743487,0.0005179902,0.2170065,0.0003088862,0.00005877779,0.00007496473,0.0001837778,0.0005071171,0.006993368],"genre_scores_gemma":[0.9896667,0.0001298623,0.007993877,0.00001356426,0.000008107222,0.00002762181,0.00007412521,0.00003752119,0.002048544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00720271,"threshold_uncertainty_score":0.01432157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04943492635151263,"score_gpt":0.201577597161555,"score_spread":0.1521426708100424,"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."}}