{"id":"W4206301002","doi":"10.1016/j.hal.2022.102183","title":"Harmful algae and climate change on the Canadian East Coast: Exploring occurrence predictions of Dinophysis acuminata, D. norvegica, and Pseudo-nitzschia seriata","year":2022,"lang":"en","type":"article","venue":"Harmful Algae","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Dinophysis; Algae; Oceanography; Climate change; Geography; Bloom; Environmental science; Ecology; Algal bloom; Biology; Geology; Phytoplankton","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004481573,0.0005488034,0.0002650056,0.0007334159,0.0006557707,0.0008027515,0.000749053,0.0005396277,0.000789667],"category_scores_gemma":[0.001084633,0.0002688491,0.0008670986,0.0009401104,0.0002504897,0.000286777,0.0003789172,0.0003227493,0.0001005823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006560892,"about_ca_system_score_gemma":0.007135742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.954697,"about_ca_topic_score_gemma":0.9492034,"domain_scores_codex":[0.9998909,0.00001341054,0.000005675371,0.00003401989,0.00002110454,0.00003483213],"domain_scores_gemma":[0.9996785,0.00005963405,0.0000405805,0.00001442691,0.0001398767,0.0000669697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002477122,0.0001099527,0.6070288,0.0001249959,0.0003218773,0.0002228023,0.0001845089,0.3764587,0.002589364,0.0006844666,0.001282523,0.01074428],"study_design_scores_gemma":[0.00004281573,0.00006108595,0.4030574,0.00003203489,0.0002080736,0.00003698826,0.0003541505,0.5931262,0.0007273287,0.0002283139,0.002081997,0.00004351554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970313,0.0002232131,0.000412603,0.0001514567,0.000007893513,0.000008361217,0.0014103,0.00003801162,0.0007169306],"genre_scores_gemma":[0.996867,0.0001526601,0.0008164701,0.00002908139,0.000003160109,0.000005999339,0.001699811,0.000008055381,0.0004177384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04530305,"threshold_uncertainty_score":0.09113961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08673574875482004,"score_gpt":0.2377361307537128,"score_spread":0.1510003819988928,"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."}}