{"id":"W2770084025","doi":"","title":"An Evaluation of the Emerald Shiner (Notropis atherinoides) as a Bioindicator of Urban Water Pollution in the Upper Niagara River","year":2017,"lang":"en","type":"article","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioindicator; Notropis; Water quality; Ecology; Emerald; Biological integrity; Aquatic ecosystem; Fishery; Environmental science; Geography; Biology; Fish <Actinopterygii>; Geology","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":[0.0002790582,0.0003270825,0.0002333647,0.0005744072,0.0005067398,0.0003524343,0.0001935207,0.0003739503,0.0004821927],"category_scores_gemma":[0.0003820944,0.0001689489,0.0001783578,0.0003328929,0.0004314164,0.0002933975,0.0004210451,0.0002148236,0.0001055369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004194183,"about_ca_system_score_gemma":0.0002687892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01001182,"about_ca_topic_score_gemma":0.04607296,"domain_scores_codex":[0.9997483,0.00005284445,0.00002471838,0.00007566629,0.00005796962,0.00004061016],"domain_scores_gemma":[0.9995866,0.00004457026,0.0001685153,0.00002247936,0.0001046649,0.00007324186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002476473,0.0001694734,0.9384899,0.00007884221,0.00004187398,0.0003442319,0.001198397,0.00009806908,0.05140031,0.0000277353,0.00005416075,0.007849404],"study_design_scores_gemma":[0.000002873985,0.000884864,0.9948429,0.000007986108,0.00002361582,0.0001597292,0.001303306,0.0001617798,0.002369997,0.00001012259,0.000227368,0.000005444339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996527,0.00002952866,0.00005121399,0.000008630592,9.707786e-7,0.00001061279,0.00002545748,0.000001391282,0.0002194701],"genre_scores_gemma":[0.9986865,0.00007145134,0.0005243802,0.00002410419,0.000001839937,0.0000159578,0.00007013119,7.791443e-7,0.0006049188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01001182,"threshold_uncertainty_score":0.01990712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437611440818573,"score_gpt":0.3131060247804275,"score_spread":0.2787299103722418,"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."}}