{"id":"W3096283831","doi":"10.2166/wqrj.2020.013","title":"Wastewater lagoon solids, phosphorus, and algae removal using discfiltration","year":2020,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Effluent; Aeration; Facultative lagoon; Suspended solids; Total suspended solids; Phosphorus; Filter (signal processing); Environmental science; Stabilization pond; Wastewater; Environmental engineering; Algae; Facultative; Aerated lagoon; Sewage treatment; Pulp and paper industry; Environmental chemistry; Chemistry; Chemical oxygen demand; Ecology; Activated sludge; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002116645,0.0001646593,0.0001970831,0.0000492688,0.0007460559,0.0003978945,0.0002736532,0.00008302168,0.001296498],"category_scores_gemma":[0.00005231428,0.00009494121,0.00008855708,0.0001572461,0.0003511347,0.0006072875,0.0004665798,0.0005479181,0.0004850099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610113,"about_ca_system_score_gemma":0.00001893505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003123048,"about_ca_topic_score_gemma":0.0000199233,"domain_scores_codex":[0.9968629,0.0007331625,0.0003773601,0.0003511747,0.0009686435,0.0007067794],"domain_scores_gemma":[0.9992033,0.00003661222,0.00005096814,0.0001868032,0.00002999504,0.0004922996],"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":[0.0002603299,0.00009821863,0.03205977,0.00002378948,0.00005602653,0.0002610542,0.007582983,0.0001621924,0.9546924,0.00004692749,0.002973102,0.001783198],"study_design_scores_gemma":[0.002428861,0.0006635813,0.008328781,0.00005190227,0.00004792294,0.0009233308,0.002506017,0.001701663,0.938354,0.003465249,0.04093206,0.000596704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868307,0.00009279689,0.00009175217,0.01191583,0.00007984425,0.0001781408,0.00000457895,0.00002088575,0.0007854865],"genre_scores_gemma":[0.9960193,0.00008479143,0.001793673,0.000155951,0.0002782652,0.000002985098,0.00001075038,0.00002129212,0.001633002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03795896,"threshold_uncertainty_score":0.9996164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603336294688351,"score_gpt":0.3717677225680548,"score_spread":0.2114340930992196,"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."}}