{"id":"W4312211039","doi":"10.1007/s11356-022-24804-w","title":"Analyzing eutrophication and harmful algal bloom dynamics in a deep Mediterranean hypereutrophic reservoir","year":2022,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"University Research Board, American University of Beirut; Conseil National de la Recherche Scientifique; Wellcome Trust","keywords":"Eutrophication; Algal bloom; Bloom; Environmental science; Ecotoxicology; Mediterranean climate; Mediterranean sea; Oceanography; Ecology; Phytoplankton; Geology; Biology; Nutrient","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000179087,0.0002030683,0.0003056279,0.0004157168,0.0004593867,0.0004170084,0.0003969684,0.0003436885,0.0003289099],"category_scores_gemma":[0.0003291082,0.0002067485,0.0002886169,0.0004951806,0.0002656935,0.0003386364,0.0004674978,0.0001675025,0.00006676502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007620364,"about_ca_system_score_gemma":0.0005986856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02941561,"about_ca_topic_score_gemma":0.04640968,"domain_scores_codex":[0.999923,0.000008597898,0.000006206515,0.00002513814,0.0000198035,0.00001723822],"domain_scores_gemma":[0.9998413,0.0000303764,0.00003486303,0.00001225986,0.00003644682,0.00004471907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006508611,0.0002437977,0.840238,0.00004749187,0.0001465566,0.001034993,0.000951398,0.01588828,0.1283963,0.0001090353,0.00007678484,0.01221662],"study_design_scores_gemma":[0.000017351,0.0002841236,0.9536775,0.000003620626,0.00005262128,0.0001447264,0.0006574336,0.03970986,0.005134251,0.00006529304,0.0002349912,0.00001819799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998584,0.000003656307,0.00005485185,0.000001655238,2.568744e-7,0.000001256596,0.00001550005,0.000002033885,0.00006241183],"genre_scores_gemma":[0.9996197,0.000005923665,0.000188273,0.000001460588,3.864151e-7,0.000002125845,0.00003645977,0.000001411838,0.0001441374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02941561,"threshold_uncertainty_score":0.05848879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02299678521037869,"score_gpt":0.2799777604745505,"score_spread":0.2569809752641719,"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."}}