{"id":"W2891860321","doi":"10.2134/csa2018.63.0901","title":"Microbial Water Quality Monitoring and Modeling","year":2018,"lang":"en","type":"article","venue":"CSA News","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Recreation; Quality (philosophy); Water resource management; Irrigation; Environmental planning; Business; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007752229,0.001072141,0.0007492704,0.0005861472,0.0006500749,0.002267394,0.00152906,0.002027528,0.002648327],"category_scores_gemma":[0.002503175,0.0005018521,0.001402574,0.001244096,0.0005317323,0.001965628,0.001280353,0.00151829,0.0006625531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719039,"about_ca_system_score_gemma":0.001894332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04594479,"about_ca_topic_score_gemma":0.0169122,"domain_scores_codex":[0.9993518,0.0001403663,0.00004568472,0.0001948656,0.0001937719,0.00007356357],"domain_scores_gemma":[0.9992161,0.0003169496,0.00008823146,0.00008136539,0.0002556173,0.00004174968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004552713,0.00006410603,0.004331459,0.0001126582,0.00004520176,0.00004331446,0.00003781163,0.9530552,0.00109184,0.008225589,0.005534839,0.02741232],"study_design_scores_gemma":[0.000008169933,0.00001330045,0.0004612057,0.000009800957,0.000007058092,0.00001020132,0.00001450704,0.990879,0.0004609168,0.004060223,0.004067354,0.000008235676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1220006,0.006045459,0.7781324,0.01030419,0.0013993,0.0005505508,0.0106614,0.004598189,0.06630782],"genre_scores_gemma":[0.8567686,0.005120737,0.11207,0.000767795,0.0004110638,0.0006108313,0.00607157,0.0003239416,0.01785535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04594479,"threshold_uncertainty_score":0.09135473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07934222668611261,"score_gpt":0.3328070174972155,"score_spread":0.2534647908111029,"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."}}