{"id":"W2067827084","doi":"10.2166/wst.2009.589","title":"A comparative analysis of different approaches for integrated WWTP modelling","year":2009,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"EnviroSim (Canada); Université Laval","funders":"","keywords":"Environmental science; Engineering; Biochemical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002491867,0.001190473,0.001104798,0.002089021,0.0004694231,0.002599867,0.002475828,0.00135184,0.003281953],"category_scores_gemma":[0.00469414,0.000704397,0.002206841,0.002701149,0.0004698683,0.002241441,0.002206584,0.001249267,0.0006280353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299342,"about_ca_system_score_gemma":0.001427153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002476669,"about_ca_topic_score_gemma":0.003035645,"domain_scores_codex":[0.9968138,0.0008760949,0.0001801713,0.0002343832,0.001698211,0.000197338],"domain_scores_gemma":[0.9977076,0.0008911307,0.0001332339,0.0005539577,0.000641067,0.00007300275],"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":[0.0005387256,0.0003524574,0.005327435,0.002106862,0.0008506806,0.000285024,0.0006737596,0.5430076,0.01024735,0.06795728,0.002146264,0.3665065],"study_design_scores_gemma":[0.0001751679,0.0008801508,0.005329079,0.0008162001,0.001102282,0.0004129896,0.0006854952,0.8809659,0.017486,0.04740083,0.04452873,0.0002171368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04725337,0.003475188,0.9238316,0.0003816506,0.00008072753,0.0002236769,0.0003101292,0.00141767,0.02302604],"genre_scores_gemma":[0.4907072,0.007038944,0.4942306,0.0001719363,0.00007051139,0.0005843517,0.001314608,0.0006329204,0.005249004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003281953,"threshold_uncertainty_score":0.01317841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140394549227534,"score_gpt":0.2485114389083484,"score_spread":0.207107493416073,"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."}}