{"id":"W2796058104","doi":"","title":"Effects of primary treatment optimization on energy savings and recovery in conventional activated sludge process","year":2001,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Activated sludge; Waste management; Process (computing); Process engineering; Primary (astronomy); Process optimization; Primary energy; Environmental science; Energy (signal processing); Sewage treatment; Engineering; Computer science; Environmental engineering; Mathematics; Physics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002957686,0.000177024,0.0002909568,0.00005033571,0.00005188737,0.000004126124,0.00009325381,0.0001511394,0.002571368],"category_scores_gemma":[0.000002858055,0.0001929287,0.00007618861,0.00006680886,0.00005260128,0.0002734451,0.00002316205,0.00003711412,0.000002740172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007976623,"about_ca_system_score_gemma":0.00002959133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05131627,"about_ca_topic_score_gemma":0.01853455,"domain_scores_codex":[0.9992766,0.00004298376,0.00008766217,0.0002684078,0.0001979814,0.0001264023],"domain_scores_gemma":[0.9996006,0.00003713552,0.0002128007,0.000090103,0.00001261485,0.00004677946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02686774,0.01058464,0.02354654,0.003044774,0.00210622,0.000646067,0.05478406,0.0277841,0.4441674,0.0002555673,0.0008646431,0.4053482],"study_design_scores_gemma":[0.008804552,0.002938796,0.8108065,0.000842061,0.0006078182,0.000007718996,0.006199177,0.001030723,0.16756,0.00009516677,0.0002675298,0.000839948],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777322,0.0001774273,0.00002559163,0.00002155486,0.0000518054,0.0002351379,0.000007812932,0.00001171537,0.02173672],"genre_scores_gemma":[0.9650059,0.001732837,0.0018018,0.000008042093,0.0000106353,0.000002486722,0.0007410854,0.00002114817,0.03067605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.78726,"threshold_uncertainty_score":0.9993746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005723057137301845,"score_gpt":0.1997385813616974,"score_spread":0.1940155242243956,"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."}}