{"id":"W2898111286","doi":"10.2355/isijinternational.isijint-2018-514","title":"Flow Instabilities in the Horizontal Single Belt Casting Process with an Inclined Feeding System","year":2018,"lang":"en","type":"article","venue":"ISIJ International","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University; HSBC Bank USA","keywords":"Volume of fluid method; Mechanics; Materials science; Nozzle; Suction; Casting; Flow (mathematics); Continuous casting; Instability; Jet (fluid); Transient (computer programming); Geology; Composite material; Mechanical engineering; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000200383,0.0001110879,0.0001006734,0.00006372549,0.00006211855,0.00009306386,0.0002879763,0.00004006721,0.00004526027],"category_scores_gemma":[0.00003398389,0.00007349849,0.00001955795,0.0001361114,0.00005184505,0.0003457083,0.00002155365,0.0001279086,0.000007501787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095692,"about_ca_system_score_gemma":0.00001456305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003990393,"about_ca_topic_score_gemma":0.000439399,"domain_scores_codex":[0.9992411,0.00001495304,0.0001911049,0.0001371425,0.0002672501,0.0001484876],"domain_scores_gemma":[0.9996756,0.00005338471,0.00003193093,0.00009318832,0.0001169636,0.00002891173],"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":[0.001312738,0.001427503,0.009235675,0.002781298,0.0008485542,0.0004564031,0.07863854,0.6916628,0.0136313,0.146823,0.00008152321,0.05310057],"study_design_scores_gemma":[0.0002644514,0.0001457032,0.0005431205,0.0001043188,0.000004994305,0.00006316835,0.002984291,0.9951849,0.0001520849,0.0002433397,0.0001936287,0.0001159914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578964,0.00002060052,0.01143421,0.00004479701,0.0003605589,0.00009151873,0.00001078366,0.000116123,0.03002505],"genre_scores_gemma":[0.9987515,0.000001035117,0.0006680441,0.00002109309,0.0004841367,0.00001859671,0.00002198371,0.0000197848,0.000013813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3035221,"threshold_uncertainty_score":0.2997181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397221069505239,"score_gpt":0.2335150145369954,"score_spread":0.219542803841943,"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."}}