{"id":"W2787121139","doi":"10.1007/978-3-319-72284-9_161","title":"Laboratory Study of the Impact of the Cathode Grade on the Formation of Deposits on the Cathode Surface in Hall-Héroult Cells","year":2018,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Molten salt chemistry and electrochemical processes","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada); Université de Sherbrooke","funders":"","keywords":"Cathode; Electrolysis; Aluminium; Cryolite; Scanning electron microscope; Materials science; Carbon fibers; Chemical engineering; Metallurgy; Layer (electronics); Cathodic protection; Energy-dispersive X-ray spectroscopy; Anode; Analytical Chemistry (journal); Composite material; Chemistry; Composite number; Environmental 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00114651,0.0006485689,0.000979698,0.00003771323,0.0001726481,0.00006061031,0.001469644,0.0003370548,0.0001907955],"category_scores_gemma":[0.0002519093,0.000260214,0.0002579263,0.0002091388,0.0004048003,0.0001397041,0.0002996038,0.0005500115,0.000007951019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019092,"about_ca_system_score_gemma":0.0001064338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004369286,"about_ca_topic_score_gemma":0.0001788947,"domain_scores_codex":[0.9970121,0.0003765512,0.001191311,0.0003696332,0.0006592828,0.0003911607],"domain_scores_gemma":[0.9962943,0.0006645566,0.001267033,0.00145198,0.0002794064,0.00004278681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002225652,0.0001496683,0.000004699469,0.0004085742,0.0001830868,8.263403e-7,0.001823798,0.001104937,0.9945202,0.0008415664,0.0007363973,0.000003716106],"study_design_scores_gemma":[0.0002380799,0.0001738601,0.00002315112,0.0004521568,0.0001935537,0.000006052129,0.0002626119,0.0000368611,0.9968616,0.001258685,0.0002293855,0.0002639837],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954384,0.0003860088,0.000005022056,0.0002391135,0.0002045013,0.001045979,0.0003555723,0.0000295164,0.002295864],"genre_scores_gemma":[0.9928475,0.0001193222,0.00002035665,0.00009029096,0.0001616945,0.00006411762,0.00002187974,0.00008555587,0.006589287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004293423,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218532484038474,"score_gpt":0.243604351323755,"score_spread":0.2217511029199076,"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."}}