{"id":"W4396915558","doi":"10.1080/10402381.2024.2333307","title":"Effects of aeration on water quality in agricultural reservoirs in the northern Great Plains","year":2024,"lang":"en","type":"article","venue":"Lake and Reservoir Management","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Saskatchewan; Saskatchewan Ministry of Agriculture; University of Regina","funders":"","keywords":"Aeration; Water quality; Agriculture; Environmental science; Hydrology (agriculture); Lavender; Geography; Ecology; Biology; Archaeology; Botany; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005703034,0.00009104668,0.0001092508,0.00003844586,0.0000440402,0.00004137657,0.0001437443,0.00003605031,0.00004403372],"category_scores_gemma":[0.000005876084,0.00004324105,0.0000277943,0.0001609309,0.00003247559,0.00008958885,0.0001070871,0.00009990617,0.00004229304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004916954,"about_ca_system_score_gemma":0.00000101354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006768313,"about_ca_topic_score_gemma":0.1243425,"domain_scores_codex":[0.999048,0.0001447334,0.0002117747,0.0001987959,0.0002411168,0.0001555698],"domain_scores_gemma":[0.9997103,0.00009612787,0.00001987811,0.0001533846,0.000001946672,0.00001838223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002991236,0.0008790767,0.7944122,0.006561881,0.000174437,0.0009322918,0.03882449,0.0967496,0.001718553,0.0408161,0.005748009,0.01288423],"study_design_scores_gemma":[0.000484339,0.0001207251,0.9792098,0.0003153692,0.00001458686,0.000001669038,0.00123792,0.004705307,0.0002342602,0.001890001,0.01162253,0.0001635031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818662,0.00005587872,0.00002185679,0.001024961,0.0000704859,0.0004734505,0.000003879638,0.000008802203,0.0164745],"genre_scores_gemma":[0.9986344,0.00005116472,0.00002111607,0.00007015561,0.00001660999,0.00005015171,0.00001883152,0.000004290023,0.001133271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847976,"threshold_uncertainty_score":0.891636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007283460662191236,"score_gpt":0.2254060367001811,"score_spread":0.2181225760379898,"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."}}