{"id":"W2077514952","doi":"10.4028/www.scientific.net/amr.814.1","title":"Study of Used Rolls Profile Influence on the Quality of Hot Rolled Metal","year":2013,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ArcelorMittal (Canada)","funders":"","keywords":"Flatness (cosmology); Hot rolled; Materials science; Profiling (computer programming); Rolling mill; Metallurgy; Metal; Engineering; Mechanical engineering; Computer science; Physics","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":[0.0003741386,0.0002662387,0.0002790119,0.0003830688,0.0001314557,0.0006303627,0.0001951306,0.0003168088,0.0007699564],"category_scores_gemma":[0.001700459,0.0002364598,0.000347911,0.0004217922,0.0001854314,0.0002706019,0.0001513852,0.0002134268,0.0001739889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201527,"about_ca_system_score_gemma":0.0001247493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204216,"about_ca_topic_score_gemma":0.00188304,"domain_scores_codex":[0.9994957,0.00008030421,0.00003214548,0.00008999617,0.0002405558,0.00006125744],"domain_scores_gemma":[0.9983391,0.0006874133,0.0003268738,0.0001780254,0.0004095309,0.00005905053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001223578,0.00007836309,0.04582255,0.0003739107,0.00008701261,0.0007975997,0.0002973881,0.02921657,0.889932,0.0001403254,0.000225835,0.03180477],"study_design_scores_gemma":[0.0000160831,0.001672401,0.1797246,0.00001992935,0.0001681698,0.0004371601,0.0002534648,0.03914169,0.7772881,0.00006616718,0.001169495,0.0000426731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958202,0.0004386736,0.002795067,0.00001405058,0.0000076165,0.000009080279,0.00008643924,0.00006194843,0.0007670475],"genre_scores_gemma":[0.9991683,0.00008199955,0.0004471832,0.000002973952,0.000001857348,0.000001595721,0.00002778694,0.00001064195,0.0002575926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001204216,"threshold_uncertainty_score":0.002575696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032315195124244,"score_gpt":0.3930453807869875,"score_spread":0.2898138612745631,"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."}}