{"id":"W2606394503","doi":"10.3390/met7040133","title":"Aluminium Production Process: Challenges and Opportunities","year":2017,"lang":"en","type":"article","venue":"Metals","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Bauxite; Aluminium; Bayer process; Cryolite; Metallurgy; Materials science","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":[0.0000997825,0.00005671802,0.00007652035,0.00002732336,0.00007884271,0.00003860703,0.00005288929,0.0000306008,0.000007691067],"category_scores_gemma":[0.00003267371,0.00005237781,0.00000971039,0.000005346488,0.00003090821,0.0003120951,0.00001051386,0.00002891804,0.000006910307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000351878,"about_ca_system_score_gemma":0.0000038711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.996926e-7,"about_ca_topic_score_gemma":0.0000091518,"domain_scores_codex":[0.9997261,0.000006079562,0.00006233674,0.00007860565,0.00005415122,0.00007277438],"domain_scores_gemma":[0.9997551,0.000003764635,0.00002241329,0.0001712898,0.00002355424,0.00002387265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006516446,0.00003061022,0.0002231506,0.001118204,0.0001312118,0.000006334325,0.003121644,0.0005808621,0.0049042,0.006021813,0.00169829,0.9821572],"study_design_scores_gemma":[0.0009115189,0.0001439125,0.09819532,0.0004235226,0.000306177,0.0001032521,0.003701014,0.01945947,0.398324,0.01118489,0.4658329,0.001414017],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063817,0.03243569,0.0001587315,0.002678564,0.0005456943,0.0001943271,0.000002674231,0.0002935604,0.0573091],"genre_scores_gemma":[0.9836919,0.01547654,0.00005514327,0.0000083097,0.0001414263,0.00001317366,0.000002116135,0.0000114051,0.0005999794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9807432,"threshold_uncertainty_score":0.2135905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108134700808726,"score_gpt":0.2794041561131585,"score_spread":0.1712694553044325,"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."}}