{"id":"W2021844080","doi":"10.1002/mbo3.173","title":"Comparison of cyanobacterial microcystin synthetase (<i>mcy</i>) <i>E</i> gene transcript levels, <i>mcy E</i> gene copies, and biomass as indicators of microcystin risk under laboratory and field conditions","year":2014,"lang":"en","type":"article","venue":"MicrobiologyOpen","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Max Bell Foundation","keywords":"Microcystin; Cyanobacteria; Microcystis; Microcystis aeruginosa; Biology; Cyanotoxin; Gene; Gene expression; Microbiology; Microcystin-LR; Genetics; Bacteria","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":[0.0001509686,0.0002814659,0.0002069745,0.0003822844,0.0001969237,0.000367822,0.0001461671,0.0002479025,0.0004821375],"category_scores_gemma":[0.0002516938,0.0001204924,0.0001434047,0.00030718,0.0002795327,0.0001947855,0.0002099916,0.0002724654,0.0001125021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006204419,"about_ca_system_score_gemma":0.0003524924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02261419,"about_ca_topic_score_gemma":0.05410957,"domain_scores_codex":[0.9998468,0.00001216088,0.00001051722,0.00005542866,0.00004505347,0.00003002362],"domain_scores_gemma":[0.9997141,0.00006739792,0.00007988053,0.00001761859,0.00007555612,0.00004546683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008182062,0.00001568837,0.009054493,0.00001355022,0.000007040451,0.00001398119,0.00003572209,0.0000421633,0.9898957,0.00001344919,0.00001094935,0.0008154541],"study_design_scores_gemma":[0.000006235008,0.0005042223,0.5217633,0.000004604858,0.00003247007,0.0001135881,0.0002169231,0.001336147,0.475494,0.0000270489,0.0004886574,0.00001280578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979892,0.0001033406,0.0007781732,0.00001241844,0.00000175616,0.00001548843,0.0006117521,0.00001408192,0.0004737299],"genre_scores_gemma":[0.9955891,0.0001237715,0.001681559,0.00003541293,0.000002397392,0.00003839362,0.001211362,0.00000880985,0.001309153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02261419,"threshold_uncertainty_score":0.04496509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007528548486770902,"score_gpt":0.2393509395564664,"score_spread":0.2318223910696955,"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."}}