{"id":"W4408460367","doi":"10.21083/ruralreview.v4i1.6030","title":"Risk Assessment and Water Quality in Canada","year":2020,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Quality (philosophy); Water quality; Environmental science; Environmental planning; Water resource management; Business; Biology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002375512,0.0004411078,0.0004328144,0.003677586,0.004127185,0.004134335,0.001128886,0.001132151,0.00795512],"category_scores_gemma":[0.005747207,0.0002568558,0.0004895182,0.008404087,0.0023282,0.001173355,0.001373865,0.001382724,0.000458307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.118116,"about_ca_system_score_gemma":0.2525117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9960419,"about_ca_topic_score_gemma":0.9969747,"domain_scores_codex":[0.9972625,0.0002755757,0.000125342,0.0001557288,0.001852275,0.0003285492],"domain_scores_gemma":[0.9949026,0.0005101226,0.0002691044,0.00005808541,0.003843782,0.0004162957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001092098,0.0001475323,0.01241912,0.00428429,0.0000992306,0.0004848099,0.003164274,0.004896714,0.0006281174,0.1933758,0.2044932,0.5758977],"study_design_scores_gemma":[0.00002163115,0.00004482215,0.03893295,0.003599304,0.00008407112,0.0002145906,0.002416286,0.001895071,0.0005013456,0.01402539,0.9381855,0.00007899966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01589237,0.7338751,0.001989851,0.04903628,0.0008788126,0.0001519379,0.001679282,0.0001205984,0.1963757],"genre_scores_gemma":[0.2436844,0.6667174,0.004265639,0.004768391,0.0001822305,0.00007940557,0.001000013,0.00005450453,0.07924812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.118116,"threshold_uncertainty_score":0.8569957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672156176762489,"score_gpt":0.3120591327530684,"score_spread":0.2753375709854435,"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."}}