{"id":"W2951746375","doi":"10.1038/s41598-019-44717-y","title":"Phytoplankton blooms in Lake Winnipeg linked to selective water-gatekeeper connectivity","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Manitoba","funders":"","keywords":"Surface runoff; Environmental science; Watershed; Algal bloom; Hydrology (agriculture); Phytoplankton; Biomass (ecology); Storm; Ecology; Nutrient; Oceanography; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001298738,0.0001651596,0.0001925777,0.0007807051,0.0006366164,0.0006216292,0.000263606,0.0001757343,0.0008409947],"category_scores_gemma":[0.0007977658,0.0001424224,0.0001422573,0.001006576,0.0004440399,0.0002418751,0.000978917,0.0001712781,0.00004332747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003279834,"about_ca_system_score_gemma":0.001954857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7210174,"about_ca_topic_score_gemma":0.8629228,"domain_scores_codex":[0.9998652,0.00001165371,0.000007299721,0.00003344107,0.00002398495,0.00005850433],"domain_scores_gemma":[0.9997509,0.00002339188,0.00008864264,0.00001044294,0.00005804684,0.00006853967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007189118,0.0000114969,0.9908758,0.00001854591,0.00003492703,0.0002090068,0.0007096427,0.0004482426,0.003967329,0.0001218343,0.0001745864,0.003356681],"study_design_scores_gemma":[0.000001277163,0.000004533319,0.998763,0.000002866177,0.000006780351,0.00002381109,0.0004713187,0.0003851984,0.0001052342,0.00002122283,0.0002122185,0.000002536872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993734,0.00003798463,0.00005625094,0.00002421333,0.000001043752,0.000006232563,0.0001546366,0.000003089529,0.0003432331],"genre_scores_gemma":[0.9995779,0.0000320461,0.0001239003,0.000009773759,6.435989e-7,0.000004678981,0.0001128611,0.000001214598,0.0001370531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789826,"threshold_uncertainty_score":0.5612511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005892141845421731,"score_gpt":0.2069787756978743,"score_spread":0.2010866338524525,"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."}}