{"id":"W3026742106","doi":"10.1061/(asce)ee.1943-7870.0001754","title":"Treatment of Bypass Wastewater Using Novel Integrated Potassium Ferrate(VI) and Iron Electrocoagulation System","year":2020,"lang":"en","type":"article","venue":"Journal of Environmental Engineering","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Electrocoagulation; Potassium ferrate; Chemistry; Ferrous; Wastewater; Potassium; Chemical oxygen demand; Anode; Sewage treatment; Inorganic chemistry; Nuclear chemistry; Environmental 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":[0.00004186621,0.0001931526,0.0002631726,0.00004617469,0.00003490815,0.00001313988,0.00007205537,0.00004808819,0.00009416896],"category_scores_gemma":[0.000004164996,0.000152026,0.00006647688,0.00008099103,0.0000387584,0.0003062636,0.00004280277,0.0000730826,0.000007403931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009086438,"about_ca_system_score_gemma":0.000004939181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001248407,"about_ca_topic_score_gemma":3.395313e-7,"domain_scores_codex":[0.9989911,0.00001538658,0.0004209673,0.0001622092,0.0002379393,0.0001724423],"domain_scores_gemma":[0.9995043,0.00001421261,0.0002493561,0.00008410118,0.00000281108,0.0001452611],"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":[0.00004625077,0.00008122468,0.003841896,0.00001488816,0.00003531696,0.00001105267,0.0003263801,0.2129295,0.7821915,0.000005624438,0.000001184696,0.0005151865],"study_design_scores_gemma":[0.003568323,0.001754519,0.03593107,0.00008407618,0.000235016,0.000523032,0.0007569758,0.3019431,0.6535695,0.000003544874,0.001211185,0.0004196898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790034,0.0001036028,0.02056132,0.00006594306,0.00006366006,0.0001514735,0.00001281205,0.0000132382,0.00002457096],"genre_scores_gemma":[0.9847603,0.00002728774,0.01510786,0.000007581882,0.00004554669,0.000002393608,0.000006113787,0.00002407892,0.00001877721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.128622,"threshold_uncertainty_score":0.6199442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172788629881378,"score_gpt":0.1952314460748729,"score_spread":0.1835035597760591,"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."}}