{"id":"W2323329867","doi":"10.1126/science.346.6206.175-b","title":"Algal blooms: Proactive strategy","year":2014,"lang":"en","type":"letter","venue":"Science","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Algal bloom; Business; Biology; Ecology; Phytoplankton","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":[0.008540111,0.001205499,0.00207838,0.0008501638,0.009234352,0.01017526,0.003908615,0.1994416,0.00709452],"category_scores_gemma":[0.05283353,0.001628074,0.002202388,0.0008660376,0.0107152,0.007166363,0.005845672,0.1284202,0.004571713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0103186,"about_ca_system_score_gemma":0.01429097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01699418,"about_ca_topic_score_gemma":0.03150748,"domain_scores_codex":[0.9925396,0.001730015,0.0008277541,0.001139219,0.002040101,0.001723317],"domain_scores_gemma":[0.9783865,0.01233789,0.00165422,0.0007888618,0.002668934,0.004163764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004010829,0.00003825821,0.0005310757,0.00003903627,0.00002834756,0.001038902,0.0002628667,0.000103195,0.000203841,0.008671727,0.9813625,0.007680096],"study_design_scores_gemma":[0.0002003327,0.00007458936,0.001984741,0.0004839244,0.00009701087,0.001303673,0.0009444914,0.001005076,0.0004490764,0.04693494,0.9463755,0.0001466461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001680456,0.0004808835,0.00009075335,0.9890091,0.008695157,0.000008260433,0.0000133874,0.00001176162,0.001522612],"genre_scores_gemma":[0.001336942,0.0002384403,0.00007614697,0.980808,0.01482765,0.00001887511,0.000005111609,0.000006794488,0.002682064],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1994416,"threshold_uncertainty_score":0.07486707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344209327610951,"score_gpt":0.2280292989541054,"score_spread":0.2145872056779959,"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."}}