{"id":"W4398766192","doi":"10.32920/25893613","title":"The Environmental Drivers of Canadian Beach Water Quality","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Quality (philosophy); Environmental science; Environmental quality; Environmental planning; Business; Environmental resource management; Water resource management; Environmental protection; Political science; Ecology","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":[0.0004177815,0.0003277467,0.0002532631,0.001092302,0.001716645,0.001929794,0.0004688026,0.0003153719,0.003118843],"category_scores_gemma":[0.001576142,0.0003161248,0.0004812823,0.002930324,0.0007258152,0.0004083126,0.00096521,0.0004991243,0.0001877188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02487537,"about_ca_system_score_gemma":0.03069047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952595,"about_ca_topic_score_gemma":0.9973532,"domain_scores_codex":[0.9993386,0.00004682317,0.00002097716,0.00009872418,0.0002775516,0.0002173672],"domain_scores_gemma":[0.9987932,0.0000923537,0.0001125342,0.00003328153,0.0007888383,0.0001798194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005151869,0.00002389249,0.9710742,0.0000581438,0.00009526251,0.0001285575,0.001072283,0.003891467,0.001714108,0.002218853,0.004160979,0.01551073],"study_design_scores_gemma":[0.000002568393,0.000006430565,0.9923567,0.00001366077,0.00002359018,0.00001725161,0.001473197,0.00152006,0.0002019914,0.0002501841,0.004118135,0.00001628388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744499,0.0006301539,0.000559346,0.001708186,0.00001617097,0.0000517748,0.007196721,0.00002706261,0.01536078],"genre_scores_gemma":[0.9956768,0.0005217798,0.0002982375,0.00007923462,0.00000447261,0.00001203881,0.001228344,0.00001095944,0.00216822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487537,"threshold_uncertainty_score":0.1804843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980259333102715,"score_gpt":0.2685759483655655,"score_spread":0.2387733550345383,"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."}}