{"id":"W2334799612","doi":"10.1021/ie2029656","title":"Analysis of Melt Flow Mixing in Czochralski Crystal Growth Process","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Crucible (geodemography); Mixing (physics); Flow (mathematics); Melt flow index; Crystal (programming language); Process (computing); Fluid dynamics; Materials science; Crystal growth; Mechanics; Transport phenomena; Heat transfer; Convection; Rotational symmetry; Chemistry; Crystallography; Computer science; Composite material; 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":[0.0001831974,0.000191762,0.0002208785,0.0007061024,0.0003260433,0.0004889412,0.0001835193,0.0003705754,0.000693064],"category_scores_gemma":[0.0005083212,0.0001561736,0.0003103009,0.0003418317,0.0003464263,0.0004037591,0.0002050382,0.0002327678,0.00006531311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000584121,"about_ca_system_score_gemma":0.0004754326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004558091,"about_ca_topic_score_gemma":0.001730137,"domain_scores_codex":[0.999911,0.000008140897,0.000004989765,0.00001568612,0.00004397981,0.0000161683],"domain_scores_gemma":[0.9998846,0.00004654118,0.00002984447,0.000007024402,0.00002241853,0.000009617],"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":[0.0008484309,0.0001611851,0.02720562,0.0001929529,0.00006835865,0.0005701873,0.0002919257,0.5485858,0.3745242,0.02449842,0.0004218447,0.02263117],"study_design_scores_gemma":[0.00001133741,0.00004155002,0.005475146,0.000002187185,0.000004778692,0.00002775173,0.00001795771,0.9737109,0.01953726,0.0009258614,0.0002350147,0.00001032955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701954,0.0001650699,0.02654535,0.000066842,0.000006391446,0.00003193663,0.0001927764,0.000176961,0.002619332],"genre_scores_gemma":[0.9959822,0.0000400506,0.003580867,0.00000305477,0.000001792128,0.000009829313,0.00008840403,0.00001276838,0.0002811871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004558091,"threshold_uncertainty_score":0.009063125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0502364195301456,"score_gpt":0.3313486528192673,"score_spread":0.2811122332891217,"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."}}