{"id":"W2076380571","doi":"10.2514/1.t4272","title":"Three-Dimensional Modeling of Direct Chill Caster with Partial Porous Plate","year":2014,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Materials science; Ingot; Heat transfer; Porosity; Caster; Sump (aquarium); Mechanics; Heat transfer coefficient; Darcy–Weisbach equation; Control volume; Composite material; Porous medium; Alloy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002078189,0.0005374336,0.0006449134,0.0004107303,0.0006762371,0.001003766,0.001668254,0.001214453,0.003189771],"category_scores_gemma":[0.0004545089,0.0004339882,0.0006330636,0.0004433881,0.0007778499,0.000404549,0.0006318318,0.0005922102,0.0003825621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038352,"about_ca_system_score_gemma":0.001831454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02644281,"about_ca_topic_score_gemma":0.01211863,"domain_scores_codex":[0.9998519,0.00001717605,0.000005956088,0.00002331762,0.00007270421,0.00002889967],"domain_scores_gemma":[0.9997783,0.00009741013,0.00003114721,0.00002354059,0.00004431143,0.00002522749],"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":[0.00002207923,0.0000251418,0.0004612054,0.00002849127,0.000005020405,0.00006979419,0.00003236202,0.9905482,0.0053341,0.001749687,0.000101246,0.001622784],"study_design_scores_gemma":[0.000006204075,0.0000102716,0.0001702467,0.000002505751,0.00000176014,0.00001390849,0.000007615687,0.9981239,0.001250869,0.0001275632,0.0002802745,0.00000488429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.54521,0.0004518479,0.4114437,0.0003292811,0.00009986696,0.0003543549,0.002105766,0.001679883,0.03832527],"genre_scores_gemma":[0.9404767,0.0002765282,0.04873485,0.00004216107,0.00001203417,0.0002572077,0.0005343257,0.00009535829,0.009570861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02644281,"threshold_uncertainty_score":0.05257773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072935929976544,"score_gpt":0.190299895875898,"score_spread":0.1795705365761326,"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."}}