{"id":"W2991966907","doi":"10.2175/193864716819706815","title":"A Turbidity-Based CEPT Controller for Primary Clarifiers: Model-Based Development and Full-Scale Implementation","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Turbidity; Environmental science; Computer science; Geology","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":[0.001478705,0.00138424,0.001084375,0.0004246237,0.000697801,0.001307021,0.004365316,0.001161153,0.007388613],"category_scores_gemma":[0.002750179,0.0008083004,0.0007501413,0.000251999,0.0005004331,0.001190841,0.0006473149,0.001726729,0.00211251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235187,"about_ca_system_score_gemma":0.002830878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157817,"about_ca_topic_score_gemma":0.009289303,"domain_scores_codex":[0.9990605,0.0001044849,0.0000567855,0.0001962783,0.0004961317,0.00008577151],"domain_scores_gemma":[0.9977609,0.0004478559,0.0001234079,0.0003503527,0.001172547,0.0001449346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001955921,0.003341121,0.007148657,0.0009501122,0.0002749276,0.0004745591,0.0003617389,0.4737125,0.2044944,0.003670184,0.01290804,0.2907078],"study_design_scores_gemma":[0.000263842,0.0006091745,0.001120849,0.00001873556,0.00007476599,0.0000717724,0.00002900603,0.9055043,0.08529922,0.0003573508,0.006596327,0.00005471625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1388095,0.0003607092,0.8084398,0.0004345257,0.0004294247,0.001979329,0.00129583,0.03786185,0.01038916],"genre_scores_gemma":[0.6688623,0.0002222937,0.32089,0.0001718805,0.00003318426,0.0008214029,0.001150583,0.0009284022,0.006920021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0157817,"threshold_uncertainty_score":0.0313797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769793508858967,"score_gpt":0.2258011843610804,"score_spread":0.2081032492724908,"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."}}