{"id":"W4212939605","doi":"10.21926/aeer.2201007","title":"How Might Changing Climate Limit Cyanobacteria Growth in Shallow Prairie Lakes? An Empirical Space-For-Time Evaluation of the Potential Role of Increasing Sulfate","year":2022,"lang":"en","type":"article","venue":"Advances in Environmental and Engineering Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Conservation Association","keywords":"Cyanobacteria; Sulfate; Environmental science; Salinity; Environmental chemistry; Nutrient; Phosphorus; Biomass (ecology); Ecology; Chemistry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002613425,0.0001017916,0.0001606736,0.0001077295,0.000133542,0.00001422619,0.0001759617,0.0000359756,0.00008391849],"category_scores_gemma":[0.00005705447,0.00008944923,0.00003184598,0.0002442372,0.0001186831,0.0002992526,0.000449014,0.0001954503,0.000001074261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849064,"about_ca_system_score_gemma":0.000008091247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005445303,"about_ca_topic_score_gemma":0.0001280194,"domain_scores_codex":[0.9982818,0.0002541389,0.0002043031,0.0002405139,0.0006499438,0.0003692797],"domain_scores_gemma":[0.9996159,0.0001147858,0.0000711426,0.0001495318,0.000004031092,0.00004461249],"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":[0.0001135047,0.0001772225,0.5791509,0.00009064702,0.000007282962,0.000002804111,0.001084574,0.1800383,0.234021,0.000138964,0.000001103,0.005173759],"study_design_scores_gemma":[0.000560287,0.0001552148,0.4196556,0.00004568512,0.000008192857,0.00001238016,0.001151911,0.5750085,0.002413484,0.0004749388,0.0003816993,0.0001321319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988631,0.0003619004,0.00005779407,0.00008825137,0.00005030508,0.0004255476,0.00005985964,0.000004270258,0.00008895798],"genre_scores_gemma":[0.9993123,0.0001107892,0.0004110835,0.000002450469,0.00001681814,0.00009090372,0.00002315518,0.0000147009,0.000017816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3949702,"threshold_uncertainty_score":0.3647634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206278718547226,"score_gpt":0.261129183590203,"score_spread":0.2490663964047307,"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."}}