{"id":"W4322723136","doi":"10.1016/j.watres.2023.119811","title":"Comparative assessment of algaecide performance on freshwater phytoplankton: Understanding differential sensitivities to frame cyanobacteria management","year":2023,"lang":"en","type":"article","venue":"Water Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cyanobacteria; Phytoplankton; Biology; Algae; Plankton; Ecology; Algal bloom; Bacteria; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005710489,0.0003718596,0.0004324072,0.0003531535,0.0002301303,0.0005106635,0.0003102397,0.0004425309,0.0009688724],"category_scores_gemma":[0.0008234853,0.0001230625,0.0003465394,0.0002316299,0.0003092704,0.0003939958,0.0003980192,0.0004929782,0.0001394072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004223078,"about_ca_system_score_gemma":0.0003456395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728525,"about_ca_topic_score_gemma":0.003003899,"domain_scores_codex":[0.9996834,0.00007094916,0.00002994397,0.00005914996,0.0001106795,0.00004596514],"domain_scores_gemma":[0.9994319,0.0001314363,0.0001452546,0.00004106254,0.000186337,0.00006395887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006600419,0.0001987047,0.01487644,0.0002767385,0.00004347946,0.00006867693,0.0001232278,0.0008684157,0.9702363,0.00007747881,0.00009389772,0.0124765],"study_design_scores_gemma":[0.00003460798,0.01065205,0.2044425,0.00005948128,0.0001781143,0.0001840176,0.0008316854,0.003691615,0.7765484,0.0002684269,0.003058425,0.00005058352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973429,0.0006852835,0.0008310543,0.00006496272,0.00001499583,0.00003875064,0.0001732805,0.00001698587,0.000831908],"genre_scores_gemma":[0.9959182,0.0006799827,0.00220411,0.00009363424,0.000007857617,0.00003186724,0.0002100018,0.000006074414,0.000848299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001728525,"threshold_uncertainty_score":0.003436923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058515776683027,"score_gpt":0.354205572032508,"score_spread":0.2483539943642052,"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."}}