{"id":"W1984196065","doi":"10.1016/s0043-1354(02)00538-9","title":"Effect of temperature and disinfection strategies on ammonia-oxidizing bacteria in a bench-scale drinking water distribution system","year":2003,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Natural Sciences and Engineering Research Council","funders":"","keywords":"Nitrification; Chloramination; Chloramine; Nitrifying bacteria; Disinfectant; Environmental chemistry; Ammonia; Chlorine; Autotroph; Chemistry; Nitrite; Oxidizing agent; Environmental science; Nitrobacter; Microorganism; Environmental engineering; Bacteria; Biology; Nitrate; Nitrogen; Biochemistry","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":[0.00144031,0.0001480915,0.0001682564,0.00009672996,0.0002126084,0.0001665175,0.00006560636,0.0001044342,0.00009623214],"category_scores_gemma":[0.00001022855,0.00008119093,0.00003601018,0.0001644627,0.0001239883,0.0003596456,0.0000856936,0.0002082595,0.0001109289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003381692,"about_ca_system_score_gemma":0.000003905872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008952823,"about_ca_topic_score_gemma":0.0002791466,"domain_scores_codex":[0.9980636,0.0006172257,0.0001787646,0.0003285961,0.0003642138,0.0004476531],"domain_scores_gemma":[0.9997119,0.00002951352,0.00001635179,0.0001688748,0.00001228043,0.00006108903],"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":[0.0001307631,0.00008069067,0.1021604,0.00009931428,0.00000636214,0.00001088725,0.0008121061,0.0001530748,0.8960091,0.00009354846,0.00001992537,0.0004238129],"study_design_scores_gemma":[0.0006280673,0.0006474504,0.04112636,0.0001025771,0.000006535739,0.00001313708,0.0001727676,0.00003766178,0.9567847,0.0001353546,0.0002448413,0.000100494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980235,0.000006926058,0.00001135054,0.00003617327,0.00007159219,0.0005266834,0.00000300683,0.00002790933,0.001292824],"genre_scores_gemma":[0.9996804,0.000004809148,0.00002141723,0.000001367397,0.00001755685,0.00008089242,0.00007061803,0.00001165043,0.0001113078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06103401,"threshold_uncertainty_score":0.331087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178075964285407,"score_gpt":0.2748480848164644,"score_spread":0.2630673251736104,"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."}}