{"id":"W4386607939","doi":"10.3390/su151813557","title":"A Review on Applications of Artificial Intelligence in Wastewater Treatment","year":2023,"lang":"en","type":"review","venue":"Sustainability","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Key Research and Development Program of Zhejiang Province; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Interpretability; Computer science; Process (computing); Artificial intelligence; Transparency (behavior); Data science; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007813832,0.001118123,0.0014863,0.002974604,0.0003612352,0.001244929,0.0009458804,0.001268447,0.004545887],"category_scores_gemma":[0.001265382,0.0004076842,0.001232259,0.004055909,0.0003916404,0.001604502,0.0006932433,0.001471179,0.001896524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006647773,"about_ca_system_score_gemma":0.001573114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667711,"about_ca_topic_score_gemma":0.002122359,"domain_scores_codex":[0.999589,0.00007105363,0.00008111323,0.00007716699,0.0001527209,0.00002890237],"domain_scores_gemma":[0.9993728,0.0003695817,0.00007301567,0.00001928233,0.0001410931,0.00002434177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005110006,0.0001000497,0.0002352266,0.06393195,0.0002103575,0.0001937987,0.00009550199,0.001032614,0.002490482,0.007542328,0.02819032,0.8959263],"study_design_scores_gemma":[0.0000109297,0.0001110193,0.0007619017,0.008016081,0.000232894,0.0005037938,0.00005277083,0.0002213951,0.000799079,0.0026241,0.986634,0.00003198851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001599554,0.9970015,0.0003835384,0.0002828164,0.0002156227,0.00001092689,0.0000429819,0.00001195643,0.001890711],"genre_scores_gemma":[0.0006479341,0.9982925,0.0003667576,0.0001566156,0.000102129,0.000009790093,0.00004031966,0.000002095895,0.0003818049],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004545887,"threshold_uncertainty_score":0.01520753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030020027011614,"score_gpt":0.3956068396245688,"score_spread":0.2926048369234074,"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."}}