{"id":"W4206834962","doi":"10.1002/essoar.10510183.1","title":"Early and late cyanobacterial bloomers in a shallow, eutrophic lake","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Waterloo; Global Institute for Water Security; Université de Montréal; University of Saskatchewan; University of Regina","funders":"Global Water Futures; Canada First Research Excellence Fund; Mitacs; Genome Canada","keywords":"Bloom; Algal bloom; Eutrophication; Microcystis; Biology; Spring bloom; Environmental science; Ecology; Cyanobacteria; Phytoplankton; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000118038,0.0001639555,0.000173309,0.0006628149,0.0007613882,0.0003875936,0.0001012173,0.0001582535,0.0006466598],"category_scores_gemma":[0.0002098213,0.0001612562,0.0001046675,0.0006097816,0.0002885283,0.0003532576,0.0006049809,0.0001505642,0.0001042312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006947665,"about_ca_system_score_gemma":0.0005530835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01967284,"about_ca_topic_score_gemma":0.0655382,"domain_scores_codex":[0.9998941,0.000006237821,0.000008533559,0.00003371832,0.00003119253,0.00002609175],"domain_scores_gemma":[0.9998503,0.0000124561,0.00006210283,0.000004492077,0.00003084936,0.00003976878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001323077,0.00003233591,0.6044909,0.00007405712,0.00001510099,0.0002237148,0.001220987,0.0001674285,0.3829561,0.00008431181,0.0001053462,0.01049742],"study_design_scores_gemma":[0.000001394533,0.00005353886,0.9946408,0.000003971746,0.00000586615,0.00008617064,0.0004641969,0.0002189052,0.004126972,0.00002407482,0.0003697282,0.00000441776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991091,0.00009757282,0.0001650854,0.00001407438,6.139882e-7,0.000007413782,0.000122354,0.00000745836,0.0004764582],"genre_scores_gemma":[0.9981955,0.0001151255,0.0008223617,0.00002134832,0.000001539536,0.00001263083,0.0001953894,0.000003210809,0.0006329845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01967284,"threshold_uncertainty_score":0.03911668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007859990006734001,"score_gpt":0.2072255527412061,"score_spread":0.1993655627344721,"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."}}