{"id":"W4386959209","doi":"10.1016/j.jwpe.2023.104335","title":"Factors affecting particle-microorganism association and UV disinfection: Effect of source water, organics, and particle characteristics","year":2023,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbidity; Environmental science; Water disinfection; Microorganism; Water treatment; Pulp and paper industry; Particle (ecology); Filtration (mathematics); Ultraviolet; Particulates; Environmental chemistry; Particle size; Chemistry; Environmental engineering; Materials science; Bacteria; Biology; Ecology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006270727,0.0001212193,0.0002019735,0.00004760805,0.00008882677,0.00005296778,0.00006944606,0.00004339274,0.00003128835],"category_scores_gemma":[0.0001010188,0.00007673799,0.00003230344,0.0001363624,0.00001964009,0.0003748281,0.0001225698,0.0001226079,0.0000133621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115054,"about_ca_system_score_gemma":0.000001516896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008256633,"about_ca_topic_score_gemma":0.000001278301,"domain_scores_codex":[0.9991027,0.00002929769,0.000282045,0.0001113086,0.0002084299,0.0002662455],"domain_scores_gemma":[0.9996598,0.00006686676,0.0001157879,0.00006174274,0.00001845539,0.00007735638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007302209,0.00001503481,0.5981568,0.0001268214,0.00004685922,0.000003518313,0.004250259,0.00277834,0.3943658,8.75857e-7,0.00002203761,0.0002264029],"study_design_scores_gemma":[0.000364261,0.0001560865,0.2197468,0.00003417231,0.00008591525,0.00001039228,0.0001206001,0.004923534,0.7742889,0.00001102525,0.0001384609,0.000119844],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985605,0.00001652878,0.001008021,0.00009747867,0.0001823003,0.00008329134,0.000001057785,0.00004759491,0.000003222602],"genre_scores_gemma":[0.9997674,0.00001726977,0.00002144253,0.00000402317,0.00005124106,0.000001361175,0.000001904856,0.00001997289,0.000115383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3799231,"threshold_uncertainty_score":0.3129284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006221922993685789,"score_gpt":0.1935981459783918,"score_spread":0.187376222984706,"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."}}