{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004384475,0.0004869142,0.0003227179,0.001120868,0.0004401422,0.001248071,0.0007482094,0.0005869125,0.004389322],"category_scores_gemma":[0.0003982757,0.0002461702,0.000646784,0.000557808,0.000411832,0.0009491077,0.0005772763,0.0005254215,0.00173293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005702325,"about_ca_system_score_gemma":0.0004836262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000959496,"about_ca_topic_score_gemma":0.003982537,"domain_scores_codex":[0.9995837,0.00004459721,0.00001346161,0.00005758685,0.0002130678,0.00008763972],"domain_scores_gemma":[0.9997568,0.00002882848,0.00004061101,0.00003631086,0.0001113428,0.00002611879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003011422,0.000327745,0.001709368,0.001023877,0.00003434103,0.001075037,0.0003073366,0.001572989,0.8798342,0.002980967,0.00103095,0.1098022],"study_design_scores_gemma":[0.00001828241,0.0009872736,0.002854059,0.0001061331,0.0000581456,0.0007677765,0.0003362686,0.001533784,0.894179,0.0009490037,0.09817883,0.000031446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.854567,0.01688015,0.05878149,0.001415065,0.0003991309,0.0002076892,0.0004260399,0.0009155612,0.06640796],"genre_scores_gemma":[0.9237577,0.007092455,0.0395883,0.0002595866,0.00008208872,0.0000535244,0.0003782745,0.0001932151,0.02859489],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004389322,"threshold_uncertainty_score":0.01468372,"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."}}