{"id":"W4399076120","doi":"10.14321/aehm.026.04.43","title":"Nitrification in the water column of Lake Erie: Seasonal patterns, community dynamics, and competition with cyanobacterial harmful algal blooms","year":2023,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Water column; Algal bloom; Environmental science; Ecology; Competition (biology); Nitrification; Fishery; Oceanography; Biology; Phytoplankton; Nutrient; Nitrogen; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003377618,0.0002662165,0.0004155003,0.0004515202,0.0004050417,0.0003993027,0.0001953138,0.0002430585,0.0003493543],"category_scores_gemma":[0.0002723895,0.0001903641,0.0001581221,0.0004352595,0.0002499717,0.0003625223,0.0005969154,0.0001493188,0.00008219155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004660233,"about_ca_system_score_gemma":0.0004388209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01599373,"about_ca_topic_score_gemma":0.0546277,"domain_scores_codex":[0.9998407,0.00001652955,0.00001316065,0.00004455762,0.00003777814,0.00004730909],"domain_scores_gemma":[0.9997464,0.00003284837,0.00008027771,0.000007386433,0.00009194086,0.00004110893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005259023,0.00006674025,0.7562994,0.0001374328,0.0001265394,0.0002061217,0.001642103,0.0003005695,0.2340797,0.00003977052,0.0001013388,0.006474358],"study_design_scores_gemma":[0.000003555923,0.00006168774,0.9955877,0.000004506847,0.00001600177,0.00003279294,0.0005134238,0.000295793,0.0031121,0.000009303878,0.000357885,0.000005225029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996617,0.00005741345,0.0000417816,0.000006991075,5.826304e-7,0.000001697382,0.00005609234,0.000002130141,0.0001715671],"genre_scores_gemma":[0.9991072,0.00007078314,0.0002070804,0.00002099593,0.000001559515,0.000007026469,0.0002298815,0.000002579889,0.0003528667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9840063,"threshold_uncertainty_score":0.03180128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232346995743216,"score_gpt":0.2222092733662272,"score_spread":0.209885803408795,"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."}}