{"id":"W2502596748","doi":"10.1016/j.jwpe.2016.06.009","title":"Electrochemical model of electro-flotation","year":2016,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Overpotential; Electrolysis; Anode; Electrode; Materials science; Ohmic contact; Tafel equation; Analytical Chemistry (journal); Chemistry; Nernst equation; Electrochemistry; Thermodynamics; Electrolyte; Chromatography; Physics; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001349715,0.00005720112,0.00009561672,0.0000496818,0.000008874625,0.00000491698,0.00009419749,0.00002759379,0.000120108],"category_scores_gemma":[0.00002755925,0.00003150271,0.00003472204,0.00005103789,0.00001214721,0.00027123,0.000009540687,0.00005044539,0.000005968847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004476887,"about_ca_system_score_gemma":0.000006678228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.575252e-7,"about_ca_topic_score_gemma":1.657298e-7,"domain_scores_codex":[0.9993924,0.00000463509,0.0002598322,0.00005328429,0.0001831059,0.0001067789],"domain_scores_gemma":[0.9997914,0.000009440799,0.00008324346,0.00004054105,0.00003678798,0.00003857429],"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":[0.00001315248,0.00001212969,0.0001283139,0.000008725495,0.000004052269,2.860594e-7,0.0002125101,0.008877785,0.9901596,0.00004542472,0.00009254442,0.000445504],"study_design_scores_gemma":[0.0001442781,0.00005503352,0.00004972801,0.0000170868,0.000004333238,0.00001121705,0.000002360852,0.02618542,0.9726295,0.0007161736,0.0001344931,0.00005041602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6976001,0.000007440743,0.3020376,0.0001357555,0.000012221,0.0000248568,2.113331e-7,0.00001349333,0.0001683527],"genre_scores_gemma":[0.9944407,0.0000151574,0.005338812,0.00002035486,0.00002228116,0.000002399585,3.366428e-7,0.000007248057,0.0001526996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2968406,"threshold_uncertainty_score":0.1315098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006567633682971161,"score_gpt":0.2169353128826231,"score_spread":0.2103676791996519,"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."}}