{"id":"W4406186537","doi":"10.1007/s11663-024-03360-3","title":"Modelling Alumina Feeding and Transport in an Industrial Aluminium Reduction Cell Using a Pragmatic Computational Model","year":2025,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alcoa (Canada)","funders":"SINTEF Industri; Norges Forskningsråd; Science Foundation Ireland","keywords":"Aluminium; Reduction (mathematics); Materials science; Computer science; Metallurgy; Mathematics","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":[0.0002996918,0.0006034278,0.0008755791,0.0004757894,0.0008327374,0.00149471,0.001332504,0.00221699,0.002839955],"category_scores_gemma":[0.0009338471,0.0005544879,0.0010218,0.0004507229,0.0009450507,0.0007484166,0.001001606,0.0008176671,0.0003285733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356933,"about_ca_system_score_gemma":0.001829471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02849061,"about_ca_topic_score_gemma":0.01104739,"domain_scores_codex":[0.9998015,0.00005417463,0.00001065723,0.00003702282,0.00005854067,0.00003827854],"domain_scores_gemma":[0.9996306,0.0002087104,0.00003353925,0.00002886154,0.00006718705,0.00003108661],"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":[0.00001369894,0.00001538502,0.0003196884,0.00001336369,0.000004474589,0.00004740447,0.00001823921,0.9970087,0.0005586197,0.001387429,0.00005498248,0.0005579169],"study_design_scores_gemma":[0.000006820201,0.000009547264,0.00008017677,0.00000177352,0.000002875192,0.000006193628,0.00001055171,0.9992829,0.0001372296,0.0002516258,0.0002067133,0.000003648944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.658595,0.00049969,0.2869958,0.001008711,0.0001754458,0.0002836368,0.001084913,0.0006396181,0.05071722],"genre_scores_gemma":[0.9645264,0.0002694257,0.02651523,0.0001220368,0.00002034307,0.0003177013,0.0003756603,0.00007784319,0.007775304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02849061,"threshold_uncertainty_score":0.05664957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03266117654612741,"score_gpt":0.242706917325499,"score_spread":0.2100457407793716,"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."}}