{"id":"W4387041840","doi":"10.21079/11681/47648","title":"Microseira wollei (M. wollei) blooms in freshwater ecosystems in Lake St. Clair (Michigan, USA)–impacts and possible management approaches","year":2023,"lang":"en","type":"report","venue":"","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Shore; Freshwater ecosystem; Algal bloom; Nuisance; Lake ecosystem; Ecosystem; Geography; Environmental science; Oceanography; Fishery; Ecology; Archaeology; Phytoplankton; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0002945345,0.0004062908,0.0002228853,0.0009334334,0.0007567165,0.0007661665,0.0003589633,0.0003567468,0.000729641],"category_scores_gemma":[0.0003000177,0.0001848998,0.0003253217,0.0009019059,0.0003404347,0.0004806148,0.0008468945,0.0002568925,0.00008520322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001865383,"about_ca_system_score_gemma":0.001212869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1382708,"about_ca_topic_score_gemma":0.4071565,"domain_scores_codex":[0.9997959,0.00004007362,0.00001743948,0.00003791364,0.00006170062,0.00004702481],"domain_scores_gemma":[0.9997287,0.00001751508,0.0001016235,0.000003960022,0.00008270654,0.00006536713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001077738,0.0001116558,0.9515046,0.0003216431,0.0001401312,0.0008170833,0.001484256,0.0003870674,0.01064198,0.00009353217,0.001164395,0.03322604],"study_design_scores_gemma":[0.000001547899,0.00006776551,0.99683,0.00004049352,0.00002083537,0.00008816754,0.001447125,0.0003266588,0.000157577,0.00003012843,0.0009835586,0.000006082951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950133,0.002363455,0.0001149911,0.0008263924,0.00001095702,0.00002238783,0.00028848,0.00001000694,0.001349958],"genre_scores_gemma":[0.9959912,0.002318606,0.0005867396,0.0001873346,0.00002174309,0.00002126509,0.0003006637,0.000002001483,0.0005704819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1382708,"threshold_uncertainty_score":0.274932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0586296514160884,"score_gpt":0.2655812923063124,"score_spread":0.206951640890224,"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."}}