{"id":"W2126709780","doi":"10.2166/wst.2004.0025","title":"Investigation of opportunistic pathogens in municipal drinking water under different supply and treatment regimes","year":2004,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Tulsa; American Water Works Association Research Foundation; Water Research Foundation","keywords":"Chloramination; Disinfectant; Chloramine; Legionella; Chlorine; Water quality; Biofilm; Water treatment; Microbiology; Environmental science; Nitrification; Environmental chemistry; Bacteria; Environmental engineering; Chemistry; Biology; Ecology","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":[0.0001605337,0.0001050199,0.0001234332,0.000337781,0.00009191558,0.0000169796,0.0002353651,0.000118212,0.00000409955],"category_scores_gemma":[0.00001132328,0.00006026107,0.00001979026,0.0001583498,0.00115997,0.000007868081,0.0002758452,0.00006420934,0.000002124718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005694378,"about_ca_system_score_gemma":0.00007128497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001047321,"about_ca_topic_score_gemma":0.0001827078,"domain_scores_codex":[0.9990046,0.00001704651,0.0001509506,0.0003348392,0.000120889,0.0003716648],"domain_scores_gemma":[0.9995888,0.000002438252,0.00002119317,0.0002879499,0.00004042373,0.00005912819],"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":[0.000009120907,0.00002325196,0.02016523,0.000003679972,0.000003857311,0.00000972929,0.0004757392,0.00003681074,0.9776943,0.0008924077,5.704605e-7,0.0006852968],"study_design_scores_gemma":[0.0004657923,0.0003663808,0.002746394,0.00001448138,0.000004333827,0.00002662644,0.0002846114,0.00002828566,0.9911481,0.004632619,0.0001946493,0.00008774762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975883,0.00005782053,0.0001590447,0.00195811,0.0000319144,0.0001290597,0.000001864377,0.00001114948,0.00006276517],"genre_scores_gemma":[0.9994661,0.0001427459,0.0001848967,0.00003962874,0.00001244714,0.00002122567,0.00002367477,0.000006447473,0.0001028724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01741883,"threshold_uncertainty_score":0.4273958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02628194691507031,"score_gpt":0.2613498033418465,"score_spread":0.2350678564267762,"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."}}