{"id":"W4402794416","doi":"10.14321/aehm.027.01.64","title":"The nearshore aquatic environment of eastern Lake Erie: A thirty-year perspective from a monitoring station","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks","funders":"","keywords":"Oceanography; Perspective (graphical); Environmental science; Fishery; Geography; Aquatic environment; Ecology; Geology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001202908,0.0002361701,0.0003048993,0.00005890578,0.0003684857,0.00008082449,0.0003404172,0.00007038882,0.001727286],"category_scores_gemma":[0.00002096609,0.0001777985,0.00009322778,0.0002270096,0.0001138125,0.000186404,0.0002165963,0.0001985093,0.005460037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009315334,"about_ca_system_score_gemma":0.00004640625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107387,"about_ca_topic_score_gemma":0.009835376,"domain_scores_codex":[0.9972714,0.0003533962,0.0007304,0.0005365231,0.000630718,0.0004775753],"domain_scores_gemma":[0.9988005,0.0002900321,0.0002658969,0.0005105462,0.000004229335,0.0001287549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000370412,0.00166145,0.3393753,0.002670498,0.002238302,0.0004132728,0.08634768,0.002895127,0.0002560956,0.02732448,0.03734796,0.4990994],"study_design_scores_gemma":[0.003478809,0.002161272,0.2818782,0.003290621,0.001269712,0.00002067591,0.1311653,0.4154281,0.0004156068,0.03802679,0.1208801,0.001984757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708167,0.001597332,0.009942472,0.005726173,0.002004228,0.003821025,0.0001228243,0.0001737382,0.005795518],"genre_scores_gemma":[0.9959744,0.000292417,0.001540783,0.0001081061,0.00007910672,0.0002619129,0.00002507089,0.00003183357,0.001686386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4971147,"threshold_uncertainty_score":0.9991853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536212204027016,"score_gpt":0.2640871077723341,"score_spread":0.248724985732064,"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."}}