{"id":"W57651694","doi":"10.1007/978-94-007-3855-3_13","title":"Cyanobacteria in High Latitude Lakes, Rivers and Seas","year":2012,"lang":"fr","type":"book-chapter","venue":"","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Cyanobacteria; Environmental science; Bloom; Arctic; Phytoplankton; Phototroph; Ecosystem; Plankton; Biomass (ecology); Benthic zone; Oceanography; Aquatic ecosystem; Ecology; Wetland; Primary producers; Diatom; Limnology; Photosynthesis; Nutrient; 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":[0.0001397526,0.0005348313,0.0003436974,0.000644257,0.0005987099,0.001109368,0.0003452609,0.001183417,0.006987747],"category_scores_gemma":[0.0002115835,0.0002070509,0.0002317733,0.00136487,0.000715468,0.001467591,0.0005680107,0.00118366,0.00222445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009603772,"about_ca_system_score_gemma":0.0006394571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007525019,"about_ca_topic_score_gemma":0.01677373,"domain_scores_codex":[0.9999294,0.00001245267,0.000004657459,0.0000156336,0.00002769729,0.00001021752],"domain_scores_gemma":[0.9999652,0.00001911738,0.00000253294,0.000002451668,0.00000666917,0.000004039274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002458708,0.00002704902,0.0003232412,0.0004271189,0.000007161775,0.0002462832,0.0010918,0.0008504491,0.004936524,0.2596066,0.1162398,0.6162194],"study_design_scores_gemma":[0.000002165292,0.00001071404,0.000582349,0.0001760209,0.000003128236,0.0001606322,0.00009982342,0.0001266715,0.0005613306,0.03263228,0.9656388,0.000006190417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008109984,0.4440142,0.01194577,0.009488338,0.004363433,0.00005591229,0.0003731129,0.000174501,0.5214747],"genre_scores_gemma":[0.03384672,0.2893301,0.01535328,0.003129029,0.003270199,0.0001029795,0.0005026434,0.0001769463,0.6542882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007525019,"threshold_uncertainty_score":0.02337635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729131499570251,"score_gpt":0.2246147236440721,"score_spread":0.2073234086483696,"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."}}