{"id":"W4304187167","doi":"10.3390/toxins14100688","title":"Shotgun Metagenomic Sequencing to Assess Cyanobacterial Community Composition following Coagulation of Cyanobacterial Blooms","year":2022,"lang":"en","type":"article","venue":"Toxins","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Polytechnique Montréal; McGill Genome Centre; Institut National de Santé Publique du Québec; Toronto Metropolitan University","funders":"","keywords":"Mesocosm; Microcystis; Microcystin; Cyanobacteria; Bay; Environmental chemistry; Bloom; Dissolved organic carbon; Ecology; Biology; Environmental science; Ecosystem; Chemistry; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000708948,0.0001262297,0.0002621806,0.00005255952,0.0009557045,0.00001470932,0.0004906924,0.00006325542,0.01412843],"category_scores_gemma":[0.00002518748,0.0001486815,0.0001016479,0.0002001177,0.00007016377,0.0001429559,0.0009970906,0.000390097,0.0001088238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004415123,"about_ca_system_score_gemma":0.00002942293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533276,"about_ca_topic_score_gemma":0.0008732261,"domain_scores_codex":[0.9977458,0.001462319,0.000283358,0.0001527054,0.0001303983,0.0002254055],"domain_scores_gemma":[0.9992346,0.0001629966,0.0001372566,0.0003978592,0.000006246921,0.00006105125],"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":[0.0001148262,0.000136062,0.002396113,0.000004775582,0.00002845218,0.00000208424,0.001705472,0.007385484,0.9879161,0.00004264426,0.0001744867,0.0000935448],"study_design_scores_gemma":[0.00241602,0.001670658,0.3423088,0.00002904337,0.0002128004,0.00005329139,0.00168016,0.0007332238,0.6384087,0.001287313,0.01026807,0.0009319854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971595,0.000001085584,0.0001094257,0.00005308473,0.0006038332,0.0002793038,0.0001790806,0.00003510875,0.001579595],"genre_scores_gemma":[0.9984663,4.477654e-7,0.0003656896,0.0003477292,0.00004396848,0.00002782341,0.0006935099,0.00001331824,0.00004125707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3495074,"threshold_uncertainty_score":0.9867728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05103433886732898,"score_gpt":0.2685295313523598,"score_spread":0.2174951924850308,"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."}}