{"id":"W1995125206","doi":"10.1007/s11252-007-0028-5","title":"Impact of urbanization on the water quality, fish habitat, and fish community of a Lake Ontario marsh, Frenchman’s Bay","year":2007,"lang":"en","type":"article","venue":"Urban Ecosystems","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto; McMaster University","funders":"","keywords":"Bay; Wetland; Water quality; Watershed; Marsh; Environmental science; Habitat; Shore; Surface runoff; Hydrology (agriculture); Fishery; Index of biological integrity; Fish kill; Geography; Ecology; Phytoplankton; Nutrient; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003306287,0.0001626989,0.0001571272,0.0006772382,0.002251963,0.0007194822,0.0004287025,0.0002721455,0.001777956],"category_scores_gemma":[0.0008189132,0.0002047461,0.0003233459,0.00100006,0.001533642,0.0003439676,0.0009097105,0.0003313143,0.0001260856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01256854,"about_ca_system_score_gemma":0.006054066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9196567,"about_ca_topic_score_gemma":0.9846148,"domain_scores_codex":[0.9995748,0.00009598909,0.00001408575,0.00005493727,0.0001117252,0.0001483408],"domain_scores_gemma":[0.9993153,0.00008508621,0.0001387015,0.00003041528,0.0001850696,0.000245424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002360714,0.0000911621,0.9886706,0.00001454016,0.00005704631,0.0003338735,0.003804296,0.0003569086,0.001365269,0.0001942665,0.0005983521,0.004277664],"study_design_scores_gemma":[0.000002956224,0.000022861,0.9978501,0.000002235243,0.000006541529,0.00002171393,0.001595191,0.0001066162,0.00003956731,0.00001226833,0.000337281,0.000002812116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999114,0.00001932463,0.00001453673,0.00006834129,9.361588e-7,0.000004433377,0.00005643707,0.000001387022,0.0007205576],"genre_scores_gemma":[0.9990358,0.00003821222,0.00004761641,0.00002144104,0.000001328569,0.000005735247,0.00007728273,0.000001131811,0.0007714136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08034331,"threshold_uncertainty_score":0.1616329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854836486869451,"score_gpt":0.2359684964361113,"score_spread":0.2174201315674168,"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."}}