{"id":"W2048288397","doi":"10.1016/j.watres.2011.12.006","title":"An integrated performance assessment framework for water treatment plants","year":2011,"lang":"en","type":"article","venue":"Water Research","topic":"Water Systems and Optimization","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; Brock University; University of Calgary","funders":"","keywords":"Robustness (evolution); Environmental science; Reliability engineering; Turbidity; Flocculation; Water treatment; Environmental engineering; Process engineering; Computer science; Engineering; 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":[0.0004364205,0.0001299241,0.0001348549,0.0001439739,0.0001346533,0.00007819843,0.0001706025,0.0001052644,0.0002279753],"category_scores_gemma":[0.000001414652,0.00006691502,0.00002889387,0.00004670434,0.00002363861,0.0002626883,0.00002220597,0.0001538911,0.0001558804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594951,"about_ca_system_score_gemma":0.00001050772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001481873,"about_ca_topic_score_gemma":0.00003606988,"domain_scores_codex":[0.9988219,0.00005882544,0.0001698204,0.0001891505,0.0001918126,0.0005685245],"domain_scores_gemma":[0.9995046,0.000007208655,0.000004447938,0.0002951799,0.00009132124,0.00009723234],"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":[0.001958704,0.003323817,0.0438176,0.002966039,0.001851618,0.0002328387,0.2339736,0.2255984,0.3705777,0.006747625,0.01452856,0.09442356],"study_design_scores_gemma":[0.0004439557,0.0008108784,0.0006907427,0.00006067236,0.000005460267,0.00000430064,0.0002561538,0.112785,0.8663611,0.0004992146,0.01788116,0.0002013737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485304,0.00001414392,0.04808628,0.00002976857,0.0003224298,0.0006338179,0.00001711017,0.0001776775,0.002188326],"genre_scores_gemma":[0.9882935,0.00003170559,0.009867441,0.000004596036,0.0001169476,0.0003410835,0.0001850986,0.00004278169,0.001116841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4957834,"threshold_uncertainty_score":0.2728715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122247313679313,"score_gpt":0.3464663634152916,"score_spread":0.2342416320473603,"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."}}