{"id":"W4386879945","doi":"10.3390/engproc2023043032","title":"Opportunities for Adding Recycled Content to Primary Aluminum Products","year":2023,"lang":"en","type":"article","venue":"","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Scrap; Greenhouse gas; Waste management; Environmental science; Production (economics); Natural resource economics; Materials science; Engineering; Metallurgy","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":[0.00009188498,0.00006923453,0.00008821696,0.00009661707,0.00003292772,0.00001968999,0.00005044359,0.00002944143,0.00001699845],"category_scores_gemma":[0.00003524392,0.00006659966,0.00002069496,0.0001796014,0.000004735316,0.00008209253,0.00001782879,0.00001994737,0.00003093049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002871172,"about_ca_system_score_gemma":0.00001392895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005027128,"about_ca_topic_score_gemma":0.000008838857,"domain_scores_codex":[0.9995484,0.000004570984,0.0001105833,0.00009827323,0.00006691127,0.0001712501],"domain_scores_gemma":[0.9997516,0.00003317802,0.00000704049,0.0001064464,0.0000525262,0.00004920752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002788117,0.00001623955,0.0001448836,0.0005473103,0.00007586439,0.00001084739,0.0004760493,0.001962819,0.07094042,0.00874126,0.7175319,0.1995245],"study_design_scores_gemma":[0.000591373,0.0001012946,0.00565689,0.0001213104,0.00003234488,0.000004461685,0.001770693,0.02888346,0.09691733,0.0003321113,0.8650705,0.0005182467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6764281,0.0007175697,0.07586416,0.01130182,0.003757833,0.0033063,0.0001596791,0.009595348,0.2188692],"genre_scores_gemma":[0.9324862,0.0004830867,0.004893124,0.001116676,0.0005173637,0.0004238087,0.0004770694,0.0001199051,0.05948279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2560581,"threshold_uncertainty_score":0.2715855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643985393425881,"score_gpt":0.2561265396984546,"score_spread":0.09172800035586648,"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."}}