{"id":"W4409191307","doi":"10.1016/j.jglr.2025.102574","title":"A five-year summary of water quality, zooplankton, and fishes in the open waters of Lake Erie’s Presque Isle Bay","year":2025,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Gannon University","keywords":"Bay; Zooplankton; Oceanography; Fishery; Open water; Water quality; Environmental science; Open sea; Pelagic zone; Ecology; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007434237,0.0003728991,0.0004052134,0.002106202,0.0006960133,0.0005136972,0.0003599354,0.0004123983,0.001553273],"category_scores_gemma":[0.0008604549,0.0002136949,0.0005353563,0.001590586,0.0001962844,0.000609553,0.0005222313,0.0002961264,0.0003245748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009116834,"about_ca_system_score_gemma":0.0008653752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1855608,"about_ca_topic_score_gemma":0.3589009,"domain_scores_codex":[0.9996152,0.00003077321,0.00009973372,0.00006482374,0.0001042047,0.00008527051],"domain_scores_gemma":[0.9984888,0.0001344059,0.0003315888,0.00005135712,0.0007102564,0.0002835567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003707707,0.0001570833,0.9799024,0.0001666528,0.0003102503,0.0002935128,0.0006085715,0.0002651551,0.0007715886,0.00001429367,0.00414784,0.01299179],"study_design_scores_gemma":[0.000002172385,0.00008872675,0.9982672,0.000005286445,0.00002254635,0.00005339334,0.0002769576,0.00004526346,0.00004839528,0.000001722574,0.001183047,0.000005440748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837361,0.001117204,0.0001926565,0.0001504824,0.00004321948,0.00004009778,0.01301158,0.00004849352,0.001660254],"genre_scores_gemma":[0.9731594,0.001035342,0.0003530555,0.0002023678,0.00004960159,0.00004857235,0.01977092,0.000009706673,0.005370981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1855608,"threshold_uncertainty_score":0.3689615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244907180054809,"score_gpt":0.346857851587342,"score_spread":0.3044087797867939,"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."}}