{"id":"W2183412900","doi":"10.2166/wqrj.2008.007","title":"Impact of Particulate Matter on Distribution System Disinfection Efficacy","year":2008,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sphingomonas paucimobilis; Disinfectant; Particulates; Chemistry; Chlorine; Environmental chemistry; Organic matter; Microbiology; Environmental engineering; Pulp and paper industry; Environmental science; Bacteria; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001867242,0.0001238062,0.000172201,0.00007184011,0.0005725275,0.00007307846,0.0001206167,0.00006320784,0.001278058],"category_scores_gemma":[0.0000370027,0.00006886567,0.0002557363,0.0001909927,0.0002384706,0.0003189218,0.00008442154,0.0003070921,0.002643216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026597,"about_ca_system_score_gemma":0.00001446286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220183,"about_ca_topic_score_gemma":0.000006314247,"domain_scores_codex":[0.9972237,0.0008239395,0.0003677651,0.0002019015,0.0008938942,0.0004888523],"domain_scores_gemma":[0.9993849,0.00006493038,0.00007766979,0.0002185401,0.00005685043,0.000197111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003245087,0.0005877196,0.9685008,0.00001363242,0.00006054403,0.00003316593,0.0005398275,0.001682514,0.02355589,0.00002049346,0.004242062,0.0004388315],"study_design_scores_gemma":[0.0007334662,0.0005351134,0.9654815,0.00002892865,0.00000946795,0.0002311348,0.00002705772,0.00006310772,0.03254116,0.0001144983,0.0001429506,0.00009163761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978635,0.000003914591,0.0002694371,0.0001541219,0.0000927106,0.0001753505,0.00001066611,0.0000219647,0.001408392],"genre_scores_gemma":[0.9994917,0.000009625805,0.000008724886,0.000004131009,0.00009130771,0.000006159737,0.00003864512,0.000009332553,0.0003403765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008985275,"threshold_uncertainty_score":0.9996349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09912060644574328,"score_gpt":0.3954139945609403,"score_spread":0.296293388115197,"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."}}