{"id":"W2998399341","doi":"10.1002/9781119300762.wsts0186","title":"Water Quality Failure Pathways","year":2019,"lang":"en","type":"other","venue":"Encyclopedia of Water","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Water quality; Environmental science; Water treatment; Quality (philosophy); Waterborne diseases; Water supply; Environmental planning; Disinfectant; Environmental engineering; Business; Chemistry; 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":[0.003216541,0.0009287688,0.0004030349,0.004242238,0.002400068,0.004761758,0.001954937,0.002423103,0.07246358],"category_scores_gemma":[0.007872452,0.0002779189,0.0008721797,0.003923552,0.001430546,0.004049783,0.007042003,0.001663646,0.01190993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005490623,"about_ca_system_score_gemma":0.008024411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03473333,"about_ca_topic_score_gemma":0.0172054,"domain_scores_codex":[0.9938325,0.0007571735,0.0004474726,0.0005380076,0.002862816,0.001562007],"domain_scores_gemma":[0.9915791,0.001031504,0.00113959,0.0005149316,0.004926713,0.0008081605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003911836,0.0004236162,0.05354162,0.003508467,0.0001110188,0.008825672,0.003401021,0.008309457,0.004081867,0.3016765,0.2803656,0.335364],"study_design_scores_gemma":[0.00003392826,0.0001620403,0.01372311,0.001486405,0.00004259183,0.001927471,0.003840679,0.002979424,0.003396281,0.04471761,0.9276114,0.00007918481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06611808,0.005063292,0.02231858,0.02454145,0.001058134,0.001426349,0.009146059,0.002546645,0.8677813],"genre_scores_gemma":[0.6834705,0.009005005,0.009711008,0.007477689,0.0003458627,0.0009019138,0.008573715,0.0004898699,0.2800244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07246358,"threshold_uncertainty_score":0.2424148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00904708765621919,"score_gpt":0.2138487044967132,"score_spread":0.204801616840494,"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."}}