{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006328733,0.0001604695,0.0001994097,0.0001681922,0.001494282,0.00004810373,0.0003370828,0.00005718275,0.004002008],"category_scores_gemma":[0.00006445216,0.0001239088,0.00003691369,0.0002672951,0.0003124677,0.0002113875,0.0001939494,0.0004379312,0.00005865595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001262589,"about_ca_system_score_gemma":0.00008346238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05786964,"about_ca_topic_score_gemma":0.2817938,"domain_scores_codex":[0.9985204,0.0002359799,0.0001844508,0.0003694528,0.000174173,0.0005154853],"domain_scores_gemma":[0.9991372,0.0002376173,0.00007894047,0.0002545106,0.00004092923,0.0002508528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001097527,0.00002388545,0.9854434,0.00002991408,0.00003847561,0.00001888187,0.0007444814,0.00002664979,0.00001624112,0.0002832677,0.001347981,0.01191714],"study_design_scores_gemma":[0.0002269574,0.0003369356,0.9889445,0.000009785372,0.00002315821,0.00003946323,0.0008115036,0.003254357,0.00001899833,0.00007280346,0.006122694,0.0001388583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925258,0.0002503284,4.137457e-7,0.003215191,0.0003878617,0.0003462311,0.00182501,0.00002168058,0.001427554],"genre_scores_gemma":[0.9984772,0.000513815,0.00001688404,0.0004098729,0.00009419362,0.00009423862,0.0003221004,0.000003928111,0.000067777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2239241,"threshold_uncertainty_score":0.9998056,"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."}}