{"id":"W3041285226","doi":"","title":"Microbial Water Quality Modelling of The Detroit River","year":2020,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","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; Quality (philosophy); Hydrology (agriculture); Water resource management; Geology; Ecology; Biology; Geotechnical engineering","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":[0.0001545771,0.0005202559,0.0003082052,0.0002413333,0.0004165181,0.0008751283,0.0006196868,0.0005997885,0.0008995103],"category_scores_gemma":[0.000289264,0.0002048461,0.0006410388,0.0002907718,0.0002391892,0.0003397728,0.0004320831,0.0003187912,0.0001194306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600522,"about_ca_system_score_gemma":0.00163783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2022676,"about_ca_topic_score_gemma":0.1126303,"domain_scores_codex":[0.9998773,0.00001960911,0.00000786546,0.00004028112,0.00002883078,0.00002602387],"domain_scores_gemma":[0.9999115,0.00001433353,0.0000121257,0.000006128816,0.00004382526,0.00001193354],"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":[0.00004549358,0.00007272572,0.03251829,0.0000397505,0.00005433374,0.0002018426,0.00007388718,0.9478008,0.01035921,0.0006723894,0.0005488225,0.007612518],"study_design_scores_gemma":[0.000009590226,0.00002716716,0.007484113,0.000003177649,0.00001026364,0.0000171749,0.00003170395,0.990682,0.001007253,0.00009015961,0.0006294116,0.000007872245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971305,0.0001605898,0.01971331,0.0002137836,0.00003028053,0.00005268799,0.001168,0.0002221527,0.007134249],"genre_scores_gemma":[0.9909157,0.0001201015,0.005606298,0.00003702357,0.000006416954,0.00004568654,0.0007971081,0.00001781592,0.002453898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2022676,"threshold_uncertainty_score":0.4021806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06285114048963855,"score_gpt":0.2268494382054621,"score_spread":0.1639982977158235,"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."}}