{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001296711,0.000296522,0.0003397329,0.00006808027,0.0000283482,0.00001418228,0.0001895165,0.0002787917,0.0482517],"category_scores_gemma":[0.000002721674,0.0001535881,0.0001405548,0.00003258512,0.00009121664,0.0000978242,0.0002079137,0.000110561,0.02848745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005871208,"about_ca_system_score_gemma":0.0000038079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565591,"about_ca_topic_score_gemma":0.0003529929,"domain_scores_codex":[0.9985905,0.0000644411,0.0002637072,0.0004109522,0.0003078538,0.0003625245],"domain_scores_gemma":[0.9993766,0.000007847927,0.00007637848,0.0004703993,0.0000037045,0.00006506518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001912163,0.0002088357,0.04517616,0.0001165069,0.00007357699,0.00001016324,0.001568485,0.00001434755,0.008084157,0.00002750253,0.9434513,0.001249812],"study_design_scores_gemma":[0.0003485661,0.00005289575,0.00118725,0.00002313187,0.00003865938,0.000001395021,0.00001984822,6.082559e-7,0.01958229,0.0002492138,0.9781993,0.0002968648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04721868,0.00002008659,0.00001356705,0.0001146619,0.0005652585,0.0003520804,0.00003130472,0.000109897,0.9515744],"genre_scores_gemma":[0.03607493,0.00006201588,0.00018813,0.00003969046,0.0002157245,0.00002217456,0.0002748822,0.0001951527,0.9629273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04398891,"threshold_uncertainty_score":0.972269,"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."}}