{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003805645,0.0002438639,0.0004900639,0.0003344604,0.00007493352,0.00001069455,0.0001821693,0.0002082622,0.0001888485],"category_scores_gemma":[0.0001155764,0.0002536941,0.0001117681,0.0005294649,0.0001740423,0.0003541542,0.00005418949,0.0001998983,0.00002489452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008851667,"about_ca_system_score_gemma":0.00006044152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009116333,"about_ca_topic_score_gemma":0.00002626882,"domain_scores_codex":[0.9982626,0.00005690415,0.0007797569,0.0002396866,0.0003233489,0.000337725],"domain_scores_gemma":[0.9992824,0.0001076609,0.0001725916,0.000266877,0.00008979762,0.00008071549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002433551,0.0009953079,0.04470934,0.002664956,0.000933134,0.0002240568,0.02243056,0.4221791,0.4732161,0.009224834,0.00159639,0.0193926],"study_design_scores_gemma":[0.006358847,0.0004503509,0.06233191,0.00204703,0.000221455,0.00009743312,0.0009291038,0.06056355,0.8605779,0.002454074,0.002748891,0.001219393],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701145,0.0005454568,0.02361617,0.000006394374,0.001030509,0.0003656075,0.00008337536,0.0001391566,0.004098819],"genre_scores_gemma":[0.9980485,0.0003480914,0.00123534,0.000007009771,0.0001085795,0.00002926343,0.00008595538,0.00003105078,0.0001061928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3873618,"threshold_uncertainty_score":0.9999915,"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."}}