{"id":"W4321216814","doi":"10.1002/lol2.10316","title":"Blooms also like it cold","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Letters","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Wilfrid Laurier University; Queen's University; Ministry of the Environment, Conservation and Parks","funders":"European Social Fund; Office for Coastal Management; Agencia Estatal de Investigación; Natural Sciences and Engineering Research Council of Canada; U.S. Geological Survey; Deutsche Forschungsgemeinschaft; National Oceanic and Atmospheric Administration; Svenska Forskningsrådet Formas; European Regional Development Fund; Global Lake Ecological Observatory Network; Vetenskapsrådet; Ministerio de Economía y Competitividad; National Science Foundation","keywords":"Abiotic component; Algal bloom; Environmental science; Ecosystem; Freshwater ecosystem; Climate change; Eutrophication; Aquatic ecosystem; Ecology; Oceanography; Biology; Phytoplankton; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001697773,0.0001281184,0.0001500055,0.00009408389,0.0001457621,0.00001778235,0.0001484314,0.0001018773,0.0002089846],"category_scores_gemma":[0.000005801887,0.0001172281,0.00006370015,0.0004438051,0.000288015,0.00008192072,0.0001095286,0.0001347324,0.0005258343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008806378,"about_ca_system_score_gemma":0.000001872422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003033154,"about_ca_topic_score_gemma":0.0001045579,"domain_scores_codex":[0.9990757,0.00004519183,0.0001615868,0.0002768787,0.0001109921,0.0003297147],"domain_scores_gemma":[0.9995875,0.0000826371,0.00005399075,0.0001950429,0.00000183396,0.00007895836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000989018,0.00001999326,0.9084707,0.00001685047,0.00004854269,0.0000711675,0.0004105371,0.0001984467,0.00689901,0.001839564,0.0814398,0.0005754412],"study_design_scores_gemma":[0.001239814,0.0002548754,0.6061954,0.00004896468,0.00008912304,0.00008817996,0.000519546,0.004577877,0.0007342791,0.001877415,0.383466,0.0009085644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908288,0.00004888125,0.000141369,0.006263986,0.0003220738,0.0001187587,0.00001035693,0.0001242677,0.002141475],"genre_scores_gemma":[0.9910327,0.00009351817,0.0002110087,0.008253427,0.00003169761,0.00001092807,0.00001280425,0.00001173423,0.0003422436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022754,"threshold_uncertainty_score":0.6758711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006770321529991431,"score_gpt":0.1984734001573602,"score_spread":0.1917030786273688,"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."}}