{"id":"W3171560940","doi":"10.51301/vest.su.2021.v143.i1.29","title":"Approval of production waste application as modifiers of aluminum alloys","year":2021,"lang":"en","type":"article","venue":"Engineering Journal of Satbayev University","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"ArcelorMittal (Canada)","funders":"","keywords":"Materials science; Alloy; Raw material; Metallurgy; Corundum; Aluminium; Microstructure; Silica fume; Industrial waste; Refining (metallurgy); Mold; Composite material; Waste management; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000123297,0.00007739072,0.0001770393,0.0001634964,0.00001554834,0.000003033322,0.00009890011,0.00006187968,0.000006482911],"category_scores_gemma":[0.00003945321,0.00009248583,0.0000811696,0.0003180765,0.00001805145,0.0001915604,0.00001672302,0.0001296842,8.141774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007282679,"about_ca_system_score_gemma":0.00004712963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005600956,"about_ca_topic_score_gemma":0.000001232838,"domain_scores_codex":[0.9994594,0.00001244826,0.0002070013,0.00007030818,0.0001622005,0.00008867541],"domain_scores_gemma":[0.9994836,0.00001780696,0.000112701,0.0001221526,0.0002155859,0.00004814026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002255331,0.0000303057,0.0002578359,0.0002113612,0.0001066053,0.00001053654,0.0003121388,0.7298594,0.2662516,0.0007081375,0.0001404669,0.002089075],"study_design_scores_gemma":[0.001086099,0.0001354992,0.005336944,0.0003425563,0.0002298169,0.000209223,0.001963742,0.1737529,0.8085104,0.00009790169,0.00799653,0.0003384111],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8554976,0.0003319552,0.1432867,0.00002918164,0.0003448568,0.00005277384,0.000003084436,0.00002730658,0.0004265479],"genre_scores_gemma":[0.9963589,0.0003112287,0.00314197,8.768328e-7,0.00009883631,7.611668e-8,0.000003665884,0.00001182658,0.00007265817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5561064,"threshold_uncertainty_score":0.3771463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004126235762414569,"score_gpt":0.1592708634975147,"score_spread":0.1551446277351002,"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."}}