{"id":"W3198619615","doi":"10.3389/fmars.2021.725092","title":"Harmful Algae and Oceanographic Conditions in the Strait of Georgia, Canada Based on Citizen Science Monitoring","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Heterosigma akashiwo; Dinophysis; Algal bloom; Shellfish; Fishery; Red tide; Fish kill; Eutrophication; Biology; Algae; Aquaculture; Marine ecosystem; Paralytic shellfish poisoning; Dinoflagellate; Oceanography; Ecosystem; Environmental science; Ecology; Phytoplankton; Fish <Actinopterygii>; Aquatic animal; Nutrient","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":[0.0002001628,0.0002602021,0.0001639878,0.001049653,0.00100954,0.000681587,0.0004279036,0.0001916337,0.0007501978],"category_scores_gemma":[0.0006533969,0.0001730031,0.0002062686,0.002943813,0.0003106345,0.0001969462,0.0006997302,0.0002790981,0.0002491655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009053663,"about_ca_system_score_gemma":0.0141924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928082,"about_ca_topic_score_gemma":0.9980215,"domain_scores_codex":[0.9997754,0.00001405865,0.0000132198,0.00005474973,0.00007739623,0.00006527013],"domain_scores_gemma":[0.9992033,0.00002790684,0.000104184,0.00003362142,0.0004863083,0.0001446515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002914333,0.00001890169,0.987184,0.00004106029,0.00003017472,0.0000848733,0.0009305272,0.0002894613,0.001124169,0.00007827026,0.002565732,0.007623722],"study_design_scores_gemma":[0.000001729573,0.000007031898,0.9961672,0.00001992146,0.000009124719,0.00002426469,0.001246728,0.000362402,0.00007877084,0.0000106731,0.002066386,0.000005595315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794144,0.0001473598,0.0001724406,0.0001700027,0.000007569332,0.00005793889,0.01700814,0.00002976608,0.002992454],"genre_scores_gemma":[0.9804071,0.0003333132,0.001043483,0.0001764509,0.000003956699,0.00005163554,0.01557255,0.00001038134,0.002401194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009053663,"threshold_uncertainty_score":0.06568921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00912029290987535,"score_gpt":0.2281711405433575,"score_spread":0.2190508476334821,"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."}}