{"id":"W4402730495","doi":"10.1590/s1413-415220230060","title":"Performance evaluation of wastewater treatment plants in Southern Brazil","year":2024,"lang":"en","type":"article","venue":"Engenharia Sanitaria e Ambiental","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sewage treatment; Wastewater; Environmental science; Waste management; Environmental engineering; Environmental planning; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007901202,0.0001432797,0.000138965,0.00006986697,0.00005196472,0.00002832434,0.0001153144,0.00006171185,0.007635773],"category_scores_gemma":[0.000006127227,0.0001174473,0.00005834873,0.0001492795,0.00007236633,0.0002240491,0.00006615235,0.00008573981,0.002055329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005962817,"about_ca_system_score_gemma":0.00003996681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001780909,"about_ca_topic_score_gemma":0.0009501733,"domain_scores_codex":[0.9985053,0.0001785877,0.0003025468,0.0002883354,0.0004994772,0.0002257618],"domain_scores_gemma":[0.9996867,0.00002673469,0.0000402379,0.0001883296,0.000004849141,0.0000531343],"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":[0.0005781366,0.002799152,0.2443912,0.0001628693,0.0004454828,0.00008209598,0.179419,0.02381852,0.3243839,0.001435898,0.00306545,0.2194183],"study_design_scores_gemma":[0.005756876,0.001648462,0.5646528,0.0003578803,0.0003438907,0.00005598293,0.007219695,0.2069843,0.1917946,0.001393588,0.01859504,0.001196943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938218,0.0001021347,0.000005431423,0.0001017643,0.0004668294,0.000312709,0.00007874676,0.00003178653,0.005078775],"genre_scores_gemma":[0.9990477,0.00001569303,0.0001205585,0.00002243867,0.00004532119,0.00004713732,0.00005725304,0.00001308377,0.0006308139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202615,"threshold_uncertainty_score":0.9987217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461664673326161,"score_gpt":0.2951465910550514,"score_spread":0.2605299443217898,"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."}}