{"id":"W4210609173","doi":"10.1016/j.jglr.2022.01.013","title":"Characteristics of nearshore water quality of Lake Ontario coast under Credit Valley Conservation Jurisdiction, Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Credit Valley Hospital","funders":"Environment and Climate Change Canada","keywords":"Environmental science; Water quality; Hydrology (agriculture); Downwelling; Tributary; Oceanography; Fishery; Upwelling; Geography; Ecology; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002752048,0.0001807754,0.0002641741,0.00125024,0.002073702,0.000961424,0.0005470513,0.0002484728,0.002373213],"category_scores_gemma":[0.001097061,0.0001971801,0.0002921709,0.003655629,0.0005112377,0.0003266412,0.0005051859,0.000219732,0.0003093138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01244029,"about_ca_system_score_gemma":0.01335443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9891301,"about_ca_topic_score_gemma":0.9970092,"domain_scores_codex":[0.9994509,0.00002949005,0.00004837002,0.00008144756,0.0002469855,0.000142821],"domain_scores_gemma":[0.9982628,0.00006799644,0.0002830049,0.00002399358,0.001064398,0.0002979108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007789063,0.00001999439,0.9933808,0.0000377582,0.00003095753,0.0001137863,0.001190731,0.0001221555,0.0005140196,0.00007363067,0.001367923,0.003070419],"study_design_scores_gemma":[0.000001833598,0.000008765152,0.9978357,0.000007953112,0.000005694272,0.00001912596,0.001253196,0.00005081701,0.00003235076,0.000005739902,0.0007760231,0.000002910342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885872,0.000231385,0.00009020806,0.0001140554,0.000008068416,0.0000542994,0.005118849,0.000007982208,0.00578798],"genre_scores_gemma":[0.9928999,0.0002334687,0.0001644937,0.00005158539,0.000003865901,0.00002884357,0.002431547,0.000003983943,0.004182186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01244029,"threshold_uncertainty_score":0.0902611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0821690255937744,"score_gpt":0.3265304205211404,"score_spread":0.244361394927366,"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."}}