{"id":"W1978711337","doi":"10.1139/s06-062","title":"Impact on water distribution system biofilm densities from reverse osmosis membrane treatment of supply water","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reverse osmosis; Environmental science; Total organic carbon; Nutrient; Water quality; Water treatment; Environmental engineering; Biofilm; Population; Heterotroph; Environmental chemistry; Chemistry; Pulp and paper industry; Ecology; Bacteria; Biology; Membrane","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003376055,0.0003572159,0.0004099647,0.0001627629,0.0002838198,0.0005054366,0.0002708657,0.0005535442,0.001340782],"category_scores_gemma":[0.0009526051,0.000205061,0.0003270164,0.0001154873,0.0002819274,0.00028778,0.000520489,0.0005037414,0.0001665343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004326435,"about_ca_system_score_gemma":0.0003725924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005856573,"about_ca_topic_score_gemma":0.006570032,"domain_scores_codex":[0.9995155,0.00008580624,0.00002773739,0.00005166501,0.0002349877,0.00008427413],"domain_scores_gemma":[0.9993444,0.0002288545,0.0001201496,0.00002834312,0.0002104941,0.00006763358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001943038,0.00003739224,0.00302164,0.00006230809,0.0000100403,0.00005019618,0.00007484139,0.0001992836,0.9949752,0.00001389864,0.00003409096,0.001326709],"study_design_scores_gemma":[0.0000248252,0.00176437,0.03554428,0.00001225594,0.00003895962,0.0001032435,0.0002898285,0.001173858,0.9605154,0.0000303862,0.0004906546,0.00001190344],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999255,0.00008527702,0.0002291839,0.00003674244,0.000005471693,0.000009630809,0.00005677018,0.000005604282,0.0003162117],"genre_scores_gemma":[0.9987605,0.00009182068,0.0004239783,0.00003330606,0.000001816879,0.00001089438,0.0001091907,0.000004855956,0.0005637407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005856573,"threshold_uncertainty_score":0.01164496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00392149910035665,"score_gpt":0.1800898052543122,"score_spread":0.1761683061539556,"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."}}