{"id":"W2326012213","doi":"10.1021/ie5012068","title":"Effect of Activated Sludge Retention Time, Operating Temperature, and Influent Phosphorus Deficiency on Floc Physicochemical Characteristics and UV Disinfection","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of Toronto","funders":"","keywords":"Effluent; Turbidity; Phosphorus; Chemistry; Pulp and paper industry; Wastewater; Context (archaeology); Enhanced biological phosphorus removal; Flocculation; Sewage treatment; Activated sludge; Environmental engineering; Environmental science; Ecology; Biology","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":[0.0005959938,0.0001626377,0.0001923316,0.00002891967,0.0001109043,0.00006625106,0.00009085776,0.0001968504,0.00003651021],"category_scores_gemma":[0.0004204396,0.0001294652,0.00002869039,0.0002189219,0.0001162192,0.00008962423,0.0001465899,0.0004647823,0.0000101246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163089,"about_ca_system_score_gemma":0.000006965011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003400271,"about_ca_topic_score_gemma":4.788743e-8,"domain_scores_codex":[0.9988602,0.000067402,0.0001720712,0.0002988496,0.0003309211,0.0002705895],"domain_scores_gemma":[0.9994536,0.0002085649,0.00003800437,0.0001741235,0.00001597224,0.0001097466],"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":[0.00007528222,0.00004459778,0.006979311,0.00005207003,0.000009802981,0.000001233046,0.00003091117,0.0002549944,0.9901609,0.000001264092,0.00005600167,0.002333575],"study_design_scores_gemma":[0.0007692623,0.0003302091,0.002926307,0.0001197517,0.00001264526,0.000005079622,0.000003442597,0.001522964,0.9941168,0.000001294325,0.00007585697,0.0001163955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993976,0.00001305805,5.633374e-7,0.00002482593,0.00004522138,0.0002037437,0.000006317706,0.00003068751,0.0002779533],"genre_scores_gemma":[0.9996113,0.00001162693,0.000007063731,0.000001194458,0.0001375367,0.00001794403,0.00002876336,0.00001620172,0.0001683561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004053005,"threshold_uncertainty_score":0.5279437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472097246402971,"score_gpt":0.2551966570196884,"score_spread":0.2404756845556587,"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."}}