{"id":"W2921986292","doi":"10.3390/w11030547","title":"Optimizing Chemically Enhanced Primary Treatment Processes for Simultaneous Carbon Redirection and Phosphorus Removal","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clarifier; Flocculation; Chemistry; Phosphorus; Ferric; Chloride; Pulp and paper industry; Suspended solids; Sewage treatment; Total organic carbon; Wastewater; Environmental chemistry; Environmental engineering; Environmental science; Inorganic chemistry; Organic 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":[0.00003464807,0.000138506,0.0001402433,0.00001215511,0.00005275771,0.00002642062,0.00005217264,0.00005808317,0.00006271384],"category_scores_gemma":[0.000005468204,0.00008026718,0.00002868197,0.00003286677,0.00003715367,0.00008511315,0.00005109511,0.00002442064,0.00005060708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811592,"about_ca_system_score_gemma":0.000005246357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000090508,"about_ca_topic_score_gemma":0.00001384337,"domain_scores_codex":[0.999271,0.000006806148,0.0001047704,0.0003022981,0.00008211149,0.0002329939],"domain_scores_gemma":[0.9997603,0.00003228491,0.00002301427,0.000128562,0.000007030618,0.00004876789],"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":[0.0002039693,0.00008901536,0.001943935,0.00003213367,0.00002253713,0.000008338665,0.001438559,0.0006286281,0.989225,2.033251e-7,0.00001933735,0.006388374],"study_design_scores_gemma":[0.0009056104,0.0003138109,0.000121524,0.00001423576,0.00003175651,0.00001662133,0.00002681317,0.0003464414,0.9919671,0.00003611653,0.006074949,0.0001449606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941463,0.0001079108,0.00001323576,0.0001450584,0.0001076969,0.0004829708,0.00000249133,0.00005175671,0.004942557],"genre_scores_gemma":[0.9837976,0.00008952573,0.002979819,0.00003248802,0.00003828363,0.00005160156,0.00002841204,0.00001758356,0.01296469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034873,"threshold_uncertainty_score":0.32732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004919527753233956,"score_gpt":0.1892986608134158,"score_spread":0.1843791330601819,"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."}}