{"id":"W7049163026","doi":"","title":"Numerical Simulation of Turbulent Fluid Flow, Heat and Mass Transfer during Continuous Galvanizing Operations","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer simulation; Galvanization; Turbulence; Mass transfer; Heat transfer; Fluid dynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003433682,0.0004318849,0.0007235583,0.000511575,0.0009257566,0.001012506,0.0007571522,0.001139081,0.002286304],"category_scores_gemma":[0.001773122,0.0003969894,0.0004934674,0.0004358891,0.001303091,0.0006577587,0.0005344781,0.0006842965,0.0001866636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009777406,"about_ca_system_score_gemma":0.0009267367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059681,"about_ca_topic_score_gemma":0.004972851,"domain_scores_codex":[0.9998357,0.00003089793,0.000007723836,0.00002452802,0.000049603,0.00005144607],"domain_scores_gemma":[0.9988467,0.0007904099,0.00008996174,0.00005439674,0.0001216391,0.00009682056],"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":[0.0002482819,0.0001010004,0.002066388,0.00003377214,0.00001502276,0.0001228594,0.00009945514,0.9867856,0.006838549,0.001051174,0.0002076602,0.002430362],"study_design_scores_gemma":[0.00002035622,0.00005903439,0.0006562615,0.000002104606,0.000003704472,0.000009312402,0.00002854403,0.9970691,0.001879406,0.0001646286,0.0001005085,0.000007176315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806465,0.00009094405,0.01087637,0.0001748775,0.00006363526,0.00003993831,0.000152657,0.0001694133,0.007785671],"genre_scores_gemma":[0.9971348,0.00002715563,0.001622431,0.00001234743,0.00000521211,0.00001450105,0.00005635041,0.000020168,0.001106986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059681,"threshold_uncertainty_score":0.02107024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008574859104233919,"score_gpt":0.2390621067335091,"score_spread":0.2304872476292751,"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."}}