{"id":"W2153081925","doi":"10.1016/j.jglr.2010.06.002","title":"A simple 1-dimensional, climate based dissolved oxygen model for the central basin of Lake Erie","year":2010,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Center for Sponsored Coastal Ocean Research","keywords":"Hypolimnion; Water column; Environmental science; Hypoxia (environmental); Oxygen; Structural basin; Dissolved organic carbon; Organic matter; Hydrology (agriculture); Total organic carbon; Phosphorus; Environmental chemistry; Chemistry; Eutrophication; Oceanography; Nutrient; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001832464,0.0001093361,0.0002402755,0.00006195156,0.0003606405,0.00007062189,0.0005012489,0.00007370212,0.001586016],"category_scores_gemma":[0.000384328,0.00006006094,0.0001841539,0.0003935224,0.0003486272,0.0002131054,0.00001930731,0.0004500848,0.000003699028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002479173,"about_ca_system_score_gemma":0.0003924395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006032633,"about_ca_topic_score_gemma":0.01001893,"domain_scores_codex":[0.9980729,0.00007824023,0.0003746106,0.0001333316,0.0007997362,0.000541141],"domain_scores_gemma":[0.9976767,0.001174949,0.0001793877,0.0001906227,0.0005726826,0.0002056783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002295592,0.0001901998,0.9140967,0.0002537197,0.0001637718,0.00004014393,0.0003699357,0.04462103,0.001755439,0.000195069,0.01509634,0.02092209],"study_design_scores_gemma":[0.0009401715,0.0005129322,0.2357975,0.00005226651,0.00004286652,0.00002637465,0.0002154876,0.7347367,0.0004912359,0.001940965,0.02511081,0.0001327089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953421,0.0005146298,0.001375158,0.001358124,0.0002002127,0.0002417412,0.0005773845,0.000007331762,0.0003833453],"genre_scores_gemma":[0.9960884,0.000166026,0.003315825,0.00009491825,0.0001739675,0.000001120694,0.00002846386,0.000006015664,0.000125202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6901157,"threshold_uncertainty_score":0.9993266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389447031366423,"score_gpt":0.3039515450573826,"score_spread":0.2600570747437184,"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."}}