{"id":"W4210752160","doi":"10.1016/j.hal.2022.102185","title":"Benthic cyanobacteria: A utility-centred field study","year":2022,"lang":"en","type":"article","venue":"Harmful Algae","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Water Research Australia; Water Research Foundation","keywords":"Benthic zone; Cyanobacteria; Geosmin; Saxitoxin; Cylindrospermopsin; Biology; Temperate climate; Ecology; Microcystin; Environmental science; Toxin; Microbiology; Bacteria","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":[0.001235658,0.0009281792,0.0007739968,0.001290063,0.002320505,0.0008031868,0.0007545613,0.001027548,0.001576824],"category_scores_gemma":[0.001005354,0.0004325589,0.0004851473,0.001384591,0.0008385602,0.0007348718,0.001417782,0.0007874141,0.0006271091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216686,"about_ca_system_score_gemma":0.00223033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02472236,"about_ca_topic_score_gemma":0.0832239,"domain_scores_codex":[0.9985453,0.0002456258,0.00007977512,0.0003778717,0.000510392,0.0002410229],"domain_scores_gemma":[0.9979037,0.0001753802,0.0004167678,0.000127966,0.0009206695,0.0004556371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002491556,0.02843873,0.5987607,0.001350661,0.0001609359,0.00951292,0.018892,0.002269901,0.2396868,0.0008679618,0.004253859,0.09331403],"study_design_scores_gemma":[0.0003043594,0.03163552,0.8851741,0.0001455174,0.0001731477,0.002329636,0.04186491,0.002772769,0.01671248,0.0003777403,0.01837165,0.0001382261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960307,0.00006735368,0.0008967661,0.0000687479,0.00001015168,0.0008755703,0.0004964933,0.00002034123,0.001533816],"genre_scores_gemma":[0.9797139,0.0006315227,0.01014273,0.0005047707,0.00004599035,0.001466403,0.00148649,0.00002011886,0.005988136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02472236,"threshold_uncertainty_score":0.04915696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378245039004941,"score_gpt":0.2155558539748073,"score_spread":0.2017734035847579,"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."}}