{"id":"W2419276243","doi":"10.1016/j.apm.2016.05.048","title":"3-D prediction of alloy solidification in the presence of turbulent fow in a vertical direct chill caster with a porous filter near the top","year":2016,"lang":"en","type":"article","venue":"Applied Mathematical Modelling","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Sump (aquarium); Materials science; Caster; Darcy–Weisbach equation; Turbulence; Mechanics; Heat transfer; Porosity; Casting; Laminar flow; Metallurgy; Composite material; Thermodynamics; Porous medium; Engineering","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":[0.0002900934,0.0005946363,0.0007934259,0.0004252079,0.001188998,0.001324706,0.0007402058,0.001762288,0.002206461],"category_scores_gemma":[0.0006403377,0.0005749568,0.0009085343,0.0004121426,0.001194516,0.0005616543,0.0005464551,0.000945152,0.0003197165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669017,"about_ca_system_score_gemma":0.001613879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06737673,"about_ca_topic_score_gemma":0.04090209,"domain_scores_codex":[0.9998829,0.00001394563,0.000006859662,0.0000226054,0.00003787097,0.00003564196],"domain_scores_gemma":[0.9995245,0.0002868754,0.00004303429,0.00002105605,0.00006342805,0.0000612373],"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":[0.0001723203,0.00006738849,0.001831395,0.00004517342,0.00001105995,0.00009564445,0.00004614806,0.9868026,0.008858847,0.0005199967,0.0001031792,0.001446204],"study_design_scores_gemma":[0.00001316869,0.00002538538,0.0008306061,0.000002247244,0.000003152882,0.000005722727,0.00001695515,0.9969043,0.002098626,0.00004497038,0.00004708943,0.000007680271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790406,0.0001512159,0.01443592,0.0001431179,0.00003739132,0.00003343777,0.0002562698,0.0002893612,0.00561269],"genre_scores_gemma":[0.996743,0.00005498414,0.001569811,0.00001327142,0.000003589364,0.00001265538,0.00007603081,0.00002374445,0.001502938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06737673,"threshold_uncertainty_score":0.1339691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02613914245943191,"score_gpt":0.2053178045032004,"score_spread":0.1791786620437684,"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."}}