{"id":"W4295279310","doi":"10.1002/essoar.10512334.2","title":"Blooms and flows: Effects of variable hydrology and management on reservoir water quality","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Global Institute for Water Security; University of Saskatchewan","funders":"Global Water Futures; Canada First Research Excellence Fund; Mitacs","keywords":"Water quality; Environmental science; Eutrophication; Hydrology (agriculture); Surface runoff; Inflow; Algal bloom; Bloom; Ecology; Phytoplankton; Nutrient; Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007142247,0.0001311951,0.0001798374,0.0004558651,0.0002680951,0.000573691,0.0001768844,0.0002325236,0.0007774268],"category_scores_gemma":[0.001844551,0.0001448353,0.0003100271,0.0005422708,0.0004261498,0.0005736828,0.0007069262,0.0002773122,0.00006916839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008624327,"about_ca_system_score_gemma":0.0005604765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01508596,"about_ca_topic_score_gemma":0.02634019,"domain_scores_codex":[0.9996394,0.0001067815,0.00003144059,0.00008474739,0.00005676208,0.00008091774],"domain_scores_gemma":[0.9990413,0.0002736839,0.0003761837,0.00008177687,0.00008204568,0.0001450334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008112821,0.00003810574,0.9881089,0.00001337313,0.00008325067,0.00005926309,0.000147861,0.00186406,0.00318528,0.000113583,0.0001043433,0.006200862],"study_design_scores_gemma":[0.000001186777,0.00003416608,0.9967484,0.000002307552,0.00001103899,0.000015868,0.0001185351,0.002607311,0.0002461406,0.00005905369,0.0001520365,0.000003829372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992971,0.00005542577,0.0002089241,0.00005103369,0.000001748415,0.000002563896,0.00008594013,0.000005401365,0.0002917277],"genre_scores_gemma":[0.9996763,0.00002825856,0.0001093643,0.000009219013,0.00000163385,0.000002271702,0.00007561454,0.000002048196,0.00009521117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01508596,"threshold_uncertainty_score":0.02999634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0085300223119994,"score_gpt":0.2344697281904389,"score_spread":0.2259397058784395,"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."}}