{"id":"W3156074918","doi":"10.1016/j.watres.2021.117636","title":"Evaluation of enzyme activity for monitoring biofiltration performance in drinking water treatment","year":2021,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Biofilter; Trihalomethane; Chemistry; Dissolved organic carbon; Environmental chemistry; Water quality; Enzyme assay; Water treatment; Environmental engineering; Environmental science; Enzyme; Biochemistry; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005629521,0.00046721,0.0004097082,0.0003007884,0.000182687,0.0006822207,0.0003283832,0.0006473718,0.0003863684],"category_scores_gemma":[0.000791073,0.0001897901,0.000384977,0.0004698343,0.000255283,0.0003302437,0.0002238159,0.0004387491,0.0002030839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476786,"about_ca_system_score_gemma":0.000306449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002153416,"about_ca_topic_score_gemma":0.002544307,"domain_scores_codex":[0.9993895,0.0001160987,0.00005487714,0.0001050813,0.0002553505,0.00007898744],"domain_scores_gemma":[0.9996176,0.0001023863,0.00006386511,0.00003724583,0.0001306554,0.00004825929],"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":[0.0002393652,0.0001078078,0.002520743,0.00004982054,0.00001322901,0.00001225646,0.00001780854,0.0001247527,0.9920177,0.00001518076,0.00002014593,0.004861065],"study_design_scores_gemma":[0.000005023273,0.0003615127,0.004499787,0.000003108924,0.00001792885,0.00003491391,0.00001490935,0.0009582885,0.993892,0.0000055413,0.0002029017,0.000004291019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915287,0.001152539,0.006411507,0.00005191065,0.00002299459,0.00002986755,0.0002842759,0.00006781463,0.000450312],"genre_scores_gemma":[0.9892236,0.00091148,0.007990359,0.00002520972,0.000006613127,0.00002610459,0.0005263003,0.00001287486,0.001277472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002153416,"threshold_uncertainty_score":0.0042817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506348269188545,"score_gpt":0.3811432022681125,"score_spread":0.230508375349258,"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."}}