{"id":"W7033427222","doi":"","title":"Quantifying microcystin concentrations, their composition and drivers across over 400 north-temperate and boreal Canadian lakes","year":2022,"lang":"en","type":"article","venue":"ScholarWorks@BGSU (Bowling Green State University)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boreal; Abiotic component; Hypolimnion; Zooplankton; Microcystin; Eutrophication; Biomass (ecology); Cyanobacteria; Nutrient; Water quality; Phytoplankton","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002792415,0.0001859876,0.0001827191,0.00009915393,0.002005553,0.0001482269,0.0002017885,0.00005146333,0.0001325537],"category_scores_gemma":[0.000004425647,0.000212535,0.0000374997,0.0004147259,0.0001734613,0.0005981314,0.0002642198,0.0004095597,0.00001047501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004506826,"about_ca_system_score_gemma":0.00005708715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06386661,"about_ca_topic_score_gemma":0.4941114,"domain_scores_codex":[0.998652,0.0001676799,0.0001737147,0.000404904,0.0001865628,0.0004150975],"domain_scores_gemma":[0.9993488,0.00006072058,0.0001190584,0.0001677791,0.00001792505,0.0002856709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005757118,0.00002201622,0.9868046,0.00001949356,0.00004243025,0.0001240393,0.004706714,0.003849418,0.00177133,0.0003926067,0.00008874707,0.002121046],"study_design_scores_gemma":[0.002328744,0.000156842,0.8535853,0.00008489519,0.00007823789,0.000109965,0.01116541,0.03450473,0.0002084496,0.00007815588,0.09662241,0.001076893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978082,0.00006461955,0.0002883725,0.0001148018,0.0001099902,0.0002443193,0.00066757,0.00003816737,0.0006640126],"genre_scores_gemma":[0.9987896,0.0001008433,0.000228978,0.0001247262,0.00001482653,0.000001200102,0.0001816838,0.00001557095,0.0005425913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4302449,"threshold_uncertainty_score":0.9992937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085180155838277,"score_gpt":0.1991646823581649,"score_spread":0.1883128807997821,"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."}}