{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002545784,0.000365199,0.000345104,0.00110598,0.001038991,0.001347616,0.0001999944,0.0006643754,0.006166066],"category_scores_gemma":[0.000428784,0.0001663481,0.0006067369,0.001234413,0.0007752355,0.0009303644,0.001185285,0.0007323058,0.001756509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007769339,"about_ca_system_score_gemma":0.00037905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379008,"about_ca_topic_score_gemma":0.009055628,"domain_scores_codex":[0.9997405,0.00003071455,0.0000294379,0.00007194764,0.00008745115,0.00003988641],"domain_scores_gemma":[0.9993159,0.00005002226,0.0003529049,0.00004758627,0.0000994175,0.0001342523],"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":[0.001005427,0.00021737,0.2451054,0.003107342,0.0008160561,0.006136081,0.003970849,0.001677494,0.2323036,0.02323108,0.07186792,0.4105614],"study_design_scores_gemma":[0.00004993553,0.0004116775,0.4989546,0.0005376758,0.0002502784,0.009826937,0.002413132,0.000524232,0.01913198,0.009887919,0.457893,0.0001186719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7102848,0.04390673,0.0224184,0.01250836,0.005141307,0.0003716465,0.009065269,0.002165473,0.194138],"genre_scores_gemma":[0.8912308,0.01878825,0.01132835,0.01177204,0.002299228,0.0001345673,0.003723427,0.0001803979,0.06054302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006166066,"threshold_uncertainty_score":0.02062756,"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."}}