{"id":"W7099342911","doi":"","title":"1 APPLICATIONS OF CFD MODELING IN CANADIAN INDUSTRIES","year":2005,"lang":"en","type":"article","venue":"","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Computational fluid dynamics; Refining (metallurgy); Power (physics); Combustion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007173442,0.0007479556,0.0002878455,0.002049667,0.006410357,0.003116878,0.001520643,0.001098916,0.009611666],"category_scores_gemma":[0.002136977,0.0003649714,0.0008411554,0.00461622,0.0009595124,0.0006947774,0.001325854,0.0008517785,0.001297437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03544284,"about_ca_system_score_gemma":0.0396773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9851028,"about_ca_topic_score_gemma":0.9866768,"domain_scores_codex":[0.9988616,0.0001050955,0.00003401412,0.0001064318,0.0006884227,0.0002045219],"domain_scores_gemma":[0.9992815,0.00007358758,0.00002171199,0.00004132513,0.0005153564,0.00006659124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001892927,0.0001768327,0.03389901,0.0005501658,0.00005864535,0.001914292,0.003614497,0.2787308,0.007960921,0.1612617,0.08178896,0.4298548],"study_design_scores_gemma":[0.00002930271,0.00007728413,0.02816858,0.0003580473,0.00006295914,0.000626828,0.004000618,0.250995,0.008390358,0.01702191,0.6899928,0.0002763331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.171285,0.004646958,0.07172681,0.01189033,0.000559249,0.0003046514,0.005085132,0.002421624,0.7320803],"genre_scores_gemma":[0.7733559,0.009009782,0.1139986,0.0006637169,0.00007546468,0.00007095845,0.002665886,0.0003514459,0.09980822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03544284,"threshold_uncertainty_score":0.257157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760833444054689,"score_gpt":0.2614668874994306,"score_spread":0.2338585530588838,"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."}}