{"id":"W1592348317","doi":"10.1007/978-3-319-48179-1_133","title":"Mechanism of Transport Between the Anode-Bath Interface and the Active Bubble Generation Sites in Hall-Héroult Cells","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Anode; Electrolysis; Electrolyte; Bubble; Cryolite; Materials science; Chemical engineering; Chemistry; Aluminium; Metallurgy; Electrode; Engineering; Physics; Mechanics","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":[0.0001961761,0.0001769192,0.0002383846,0.00004084259,0.00003831862,0.00001352106,0.000100543,0.0001572326,0.000160469],"category_scores_gemma":[0.000002233807,0.00009696002,0.00004953337,0.00001843634,0.00005265126,0.00008979764,0.00002464439,0.0002293826,0.000005628734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003016458,"about_ca_system_score_gemma":0.000007653499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001379658,"about_ca_topic_score_gemma":0.0004327135,"domain_scores_codex":[0.9993995,0.00001612453,0.0002437892,0.0001158794,0.0001151094,0.0001095634],"domain_scores_gemma":[0.999683,0.00005120546,0.00005045916,0.0001616503,0.00003320572,0.00002049568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004366964,0.00007047728,0.0003355563,0.001219032,0.001431118,0.000003834795,0.03805378,0.05087304,0.1359093,0.6215102,0.00199413,0.1481628],"study_design_scores_gemma":[0.003646957,0.0002299578,0.000940163,0.0005805918,0.001078812,0.000007057384,0.001102746,0.2222187,0.694952,0.02699689,0.04633952,0.001906653],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1459454,0.01749834,0.167108,0.0008298297,0.001027001,0.00433629,0.0002972854,0.0003704006,0.6625875],"genre_scores_gemma":[0.9782665,0.001158907,0.00005245824,0.00001659734,0.0001145021,0.000007485848,0.0000368917,0.00003583146,0.02031088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8323211,"threshold_uncertainty_score":0.3953915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646543743281386,"score_gpt":0.1966074510744511,"score_spread":0.1701420136416373,"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."}}