{"id":"W2082911204","doi":"10.1179/030192310x12731438631723","title":"Effect of vertical alignment of ladle shroud on transient steel quality output from multistrand tundish","year":2011,"lang":"en","type":"article","venue":"Ironmaking & Steelmaking Processes Products and Applications","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ladle; Tundish; Shroud; Caster; Continuous casting; Transient (computer programming); Slag (welding); Water model; Slab; Metallurgy; Materials science; Engineering; Mechanical engineering; Structural engineering; Computer science; Chemistry","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":[0.0002864219,0.0002643008,0.0004555972,0.00005431941,0.00008214925,0.00002006523,0.0002170887,0.00009429149,0.00002696305],"category_scores_gemma":[0.0000642427,0.0002155312,0.00005835661,0.000257114,0.0001600499,0.00009296033,0.00003628971,0.0001537913,0.000003396575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002522557,"about_ca_system_score_gemma":0.00002404645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000524758,"about_ca_topic_score_gemma":0.00001345209,"domain_scores_codex":[0.9984655,0.00004527587,0.0005423659,0.0004343007,0.0002697794,0.0002428063],"domain_scores_gemma":[0.9990909,0.0002320724,0.0001202628,0.0003977579,0.00008236293,0.00007666909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002133313,0.00458664,0.003703299,0.05535908,0.001729513,0.00001857964,0.01726981,0.02688674,0.1819746,0.2751767,0.00005728385,0.4311044],"study_design_scores_gemma":[0.007394406,0.00310033,0.0603588,0.002709858,0.001723444,0.00002811446,0.0009752251,0.02791629,0.8270438,0.005023526,0.06049724,0.003228965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533882,0.001887804,0.03577845,0.00002355648,0.00008974763,0.0009057155,0.0001134695,0.0001405417,0.007672586],"genre_scores_gemma":[0.998682,0.0001850418,0.0008080082,0.00001081314,0.00006735292,0.00013397,0.0000222828,0.00003966279,0.00005082868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6450691,"threshold_uncertainty_score":0.8789105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669267880956101,"score_gpt":0.2581337653948055,"score_spread":0.2314410865852445,"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."}}