{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001763662,0.0003741215,0.0003056291,0.0002259,0.000155129,0.0004924036,0.0002550803,0.000284823,0.0005188432],"category_scores_gemma":[0.00014446,0.00009882085,0.0003103491,0.0002729092,0.0001478304,0.0002127078,0.0002171426,0.0002819349,0.000155809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003882989,"about_ca_system_score_gemma":0.0002683515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254295,"about_ca_topic_score_gemma":0.002753263,"domain_scores_codex":[0.9998409,0.00001815641,0.00001310388,0.00003146399,0.00007281255,0.00002361075],"domain_scores_gemma":[0.9999158,0.00001776435,0.00002694637,0.000006782303,0.00001650252,0.00001617733],"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":[0.00005033756,0.00003404688,0.0003738698,0.00004615448,0.000003762945,0.00002053124,0.000008992921,0.00008629067,0.9967629,0.00001093577,0.00001793178,0.002584211],"study_design_scores_gemma":[0.00000718995,0.0005368267,0.004824592,0.00000447522,0.00001552606,0.00007310448,0.00002209003,0.0007427805,0.9930308,0.000007426056,0.0007305844,0.000004608458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971763,0.0002481404,0.001933276,0.00002530767,0.000009198756,0.00001841096,0.00007655581,0.00004146673,0.0004714405],"genre_scores_gemma":[0.9941452,0.0003479148,0.004200608,0.00002331864,0.000003914085,0.00001382173,0.0001720602,0.000007345624,0.001085844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00254295,"threshold_uncertainty_score":0.005056322,"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."}}