{"id":"W7133289649","doi":"","title":"Harmful Algae in Marine Ecosystems","year":2025,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada; Canadian Food Inspection Agency; Université Laval","keywords":"Algae; Marine ecosystem; Ecosystem; Algal bloom; Harm; Human health; Aquatic ecosystem","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001297423,0.001004737,0.0004674477,0.003206817,0.003247866,0.004880134,0.001532269,0.0009978019,0.005260692],"category_scores_gemma":[0.002228506,0.0003060723,0.0009255357,0.004653689,0.004193131,0.001863694,0.003177786,0.001360885,0.0008398252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01441296,"about_ca_system_score_gemma":0.02855487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6857414,"about_ca_topic_score_gemma":0.7277815,"domain_scores_codex":[0.9991001,0.0001456604,0.00004014201,0.0001306718,0.000413813,0.0001697265],"domain_scores_gemma":[0.9987609,0.0001612909,0.0002474737,0.00005411975,0.000568425,0.0002077596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000481304,0.0001195941,0.1844096,0.002115645,0.0002762967,0.001481822,0.007982123,0.02644913,0.001495263,0.4856377,0.05456641,0.2354183],"study_design_scores_gemma":[0.0000149357,0.0001236397,0.1357798,0.003118973,0.0002610152,0.0008066723,0.01629988,0.013046,0.0004032951,0.1724743,0.6575388,0.0001327111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2218216,0.07351389,0.06185548,0.03570726,0.001432936,0.0009231586,0.008874845,0.0006208726,0.59525],"genre_scores_gemma":[0.8541182,0.07421728,0.02843032,0.003538364,0.00027614,0.000233638,0.002239717,0.00007963373,0.03686663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3142586,"threshold_uncertainty_score":0.6322186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007103613254721976,"score_gpt":0.2293126908199399,"score_spread":0.2222090775652179,"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."}}