{"id":"W3183886099","doi":"10.1016/j.hal.2021.102080","title":"The Lake Erie HABs Grab: A binational collaboration to characterize the western basin cyanobacterial harmful algal blooms at an unprecedented high-resolution spatial scale","year":2021,"lang":"en","type":"article","venue":"Harmful Algae","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Fisheries and Oceans Canada; Environment and Climate Change Canada","funders":"National Oceanic and Atmospheric Administration; National Institute of Environmental Health Sciences; Ohio State University; Center for Sponsored Coastal Ocean Research; National Science Foundation; National Institutes of Health; Bowling Green State University; U.S. Environmental Protection Agency","keywords":"Chlorophyll a; Algal bloom; Environmental science; Bloom; Microcystis; Microcystin; Eutrophication; Biogeochemical cycle; Chlorophyll; Nutrient; Biomass (ecology); Oceanography; Cyanobacteria; Hydrology (agriculture); Phytoplankton; Ecology; Biology; Geology; Botany","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000943671,0.0003011,0.0003526245,0.001204969,0.001485802,0.001307125,0.0003214381,0.0005011958,0.002411841],"category_scores_gemma":[0.0006801186,0.0002090072,0.0001715684,0.001576153,0.0004573325,0.0006214029,0.003348862,0.0005808718,0.0005520557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874589,"about_ca_system_score_gemma":0.00511627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1693186,"about_ca_topic_score_gemma":0.4480831,"domain_scores_codex":[0.9996359,0.00003969861,0.00001185203,0.00006888359,0.000111609,0.0001319992],"domain_scores_gemma":[0.9995205,0.0000276325,0.00006497171,0.00005107524,0.0001813007,0.0001544734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001128063,0.000433863,0.581751,0.0004417326,0.0003719349,0.0007816329,0.01255795,0.002385484,0.1401715,0.004257573,0.03681736,0.2189019],"study_design_scores_gemma":[0.0000395987,0.00007106095,0.9040149,0.00006180698,0.00005254021,0.00009657415,0.006505623,0.001851598,0.004095877,0.0007441227,0.08244464,0.00002148653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965024,0.0005950203,0.003346962,0.001984499,0.00006057416,0.0001902537,0.007661836,0.000226667,0.02091014],"genre_scores_gemma":[0.9395326,0.0006975453,0.02241609,0.001321394,0.00005937402,0.0003182358,0.009688804,0.000299404,0.02566659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1693186,"threshold_uncertainty_score":0.3366662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007774782096365294,"score_gpt":0.2157568716245621,"score_spread":0.2079820895281968,"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."}}