{"id":"W2317649254","doi":"10.82308/38999","title":"Development and field evaluation of molecular techniques for monitoring toxigenic cyanobacteria in water","year":2013,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Microcystin; Microcystis; Cyanobacteria; Anabaena; Biology; Microcystis aeruginosa; Microbiology; Bacteria; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002717529,0.0007302994,0.0004400539,0.0009174362,0.0006054014,0.0008454758,0.0007945104,0.0007956534,0.00113011],"category_scores_gemma":[0.001812213,0.0003376395,0.0003591192,0.0007693157,0.0007322242,0.0005685204,0.0004590888,0.0006497115,0.0004791134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133547,"about_ca_system_score_gemma":0.003260199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05632274,"about_ca_topic_score_gemma":0.06905532,"domain_scores_codex":[0.9981616,0.0003736976,0.00007772192,0.0003357007,0.0008757261,0.0001755079],"domain_scores_gemma":[0.9979628,0.0003072543,0.0002059005,0.0001089163,0.001292142,0.0001229268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009790372,0.000164609,0.006828136,0.0002469801,0.00001575803,0.00002324235,0.0001420313,0.0006127068,0.9659597,0.0001458978,0.00008811617,0.02567493],"study_design_scores_gemma":[0.00005291706,0.003808092,0.0536644,0.00008024686,0.0001065355,0.0001851419,0.0008096368,0.007156043,0.9260702,0.000160462,0.007860471,0.00004580961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8776904,0.0032657,0.1090588,0.0006631326,0.00006410415,0.00244969,0.001720573,0.000501194,0.004586414],"genre_scores_gemma":[0.6487612,0.005571934,0.3303052,0.0002946136,0.00003350992,0.001632008,0.002225396,0.00006687985,0.01110935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05632274,"threshold_uncertainty_score":0.1119899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706309624133096,"score_gpt":0.2377340947876759,"score_spread":0.2206709985463449,"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."}}