{"id":"W2004593435","doi":"10.1016/j.watres.2008.10.025","title":"The assessment of particle association and UV disinfection of wastewater using indigenous spore-forming bacteria","year":2008,"lang":"en","type":"article","venue":"Water Research","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Aecom (Canada)","funders":"","keywords":"Wastewater; Effluent; Spore; Microorganism; Bacteria; Microbiology; Particle (ecology); Pulp and paper industry; Chemistry; Biology; Environmental science; Environmental engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006537249,0.0003932433,0.000386925,0.0002333883,0.0003034348,0.0006260784,0.000273131,0.0005726265,0.0003518868],"category_scores_gemma":[0.0007211427,0.0001868093,0.0003615695,0.0002156124,0.0002268828,0.0003158781,0.0003689354,0.00046872,0.0001431702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002923372,"about_ca_system_score_gemma":0.0005302426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003324848,"about_ca_topic_score_gemma":0.002707862,"domain_scores_codex":[0.9993294,0.0002071636,0.00003418384,0.0001088158,0.0002123739,0.0001079914],"domain_scores_gemma":[0.9996612,0.0001114453,0.00005416652,0.00002882166,0.0001000532,0.00004417861],"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":[0.0001785372,0.00007094714,0.002387739,0.00004015419,0.00001078233,0.00001824153,0.00004811579,0.0001413873,0.9940441,0.00005099849,0.00001241233,0.002996452],"study_design_scores_gemma":[0.000007145665,0.001121401,0.0113471,0.000003411762,0.00002215906,0.00008500377,0.00007908704,0.001444395,0.9854322,0.00003047013,0.000422824,0.000004694262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997569,0.0003924033,0.001537686,0.00001185097,0.000007767691,0.00001814519,0.00002104983,0.000009446625,0.000432714],"genre_scores_gemma":[0.9948767,0.0005569851,0.002795474,0.00001941119,0.000009772703,0.00001699425,0.00009734814,0.000008937142,0.001618344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003324848,"threshold_uncertainty_score":0.00661099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05051030028561548,"score_gpt":0.3278940730378941,"score_spread":0.2773837727522786,"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."}}