{"id":"W1992668914","doi":"10.1007/s11837-009-0152-1","title":"Reducing power consumption in zinc electrowinning","year":2009,"lang":"en","type":"article","venue":"JOM","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Electrowinning; Anode; Zinc; Ferrous; Formic acid; Environmental science; Chemistry; Materials science; Process engineering; Pulp and paper industry; Metallurgy; Engineering; Electrode; Organic 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":[],"consensus_categories":[],"category_scores_codex":[0.0000433824,0.00005844133,0.00008771328,0.00002702442,0.00003628377,0.00001619217,0.00007028512,0.00005157214,0.0003575797],"category_scores_gemma":[0.00001469573,0.00005675125,0.00004249695,0.0001238069,0.000008636357,0.00003577409,0.000006235846,0.0001526087,0.00005682193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005450306,"about_ca_system_score_gemma":0.000008482216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009650122,"about_ca_topic_score_gemma":0.000003326208,"domain_scores_codex":[0.9994714,0.000003084574,0.0001408319,0.0001531141,0.00007076721,0.0001608278],"domain_scores_gemma":[0.9997709,0.00001781729,0.00003585975,0.0001357809,0.000008815468,0.00003083069],"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":[0.000003298849,0.00004424219,0.001651504,0.000002748495,0.000004097983,8.981208e-7,0.00003480212,0.000007784849,0.9946756,0.001028741,0.000391697,0.002154556],"study_design_scores_gemma":[0.0002122054,0.00001199322,0.004390472,0.00003868084,0.00001486845,0.000004509308,0.00001900671,0.0007606831,0.9848869,0.003106047,0.006403234,0.0001513942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981384,0.0001823202,0.0001139464,0.0006743662,0.000002586456,0.0000143265,5.150929e-7,0.00004111201,0.01758679],"genre_scores_gemma":[0.9987932,0.0000240306,0.0002687828,0.0001851217,0.0000439312,0.000006056154,0.0000156801,0.000004041886,0.0006590965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01740922,"threshold_uncertainty_score":0.3915247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008959064142519386,"score_gpt":0.25935334789847,"score_spread":0.2503942837559506,"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."}}