{"id":"W7052519406","doi":"","title":"Satellite monitoring of harmful algal blooms (HABs) to protect the aquaculture industry","year":2015,"lang":"en","type":"other","venue":"Plymouth Marine Science Electronic Archive (The Marine Biological Association (MBA), Plymouth Marine Laboratory (PML) and the Sir Alister Hardy Foundation for Ocean Science (SAHFOS).)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Aerospace Exploration Agency; Institut de Physique du Globe de Paris; European Organization for the Exploitation of Meteorological Satellites; Ministry of Education, India; Instituto Brasileiro do Meio Ambiente e dos Recursos Naturais Renováveis; Natural Environment Research Council; Istituto Nazionale di Geofisica e Vulcanologia; Japan International Cooperation Agency; Public Health Agency of Canada; Ministère de l'Écologie, du Développement Durable et de l'Énergie; Ministry of Economy, Trade and Industry; Indian Space Research Organisation; National Defense Medical College; National Oceanic and Atmospheric Administration; Public Health Agency; Jet Propulsion Laboratory; Ministry of Education, Culture, Sports, Science and Technology; Natural Resources Canada; National Aeronautics and Space Administration","keywords":"Algal bloom; Aquaculture; Satellite; Bloom; Warning system; Fish kill","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005823202,0.0007912266,0.0008381669,0.000470259,0.001346981,0.0007596803,0.002676712,0.0003893551,0.0001476694],"category_scores_gemma":[0.002846839,0.0004504697,0.000209203,0.003026169,0.002576977,0.0003776091,0.002384637,0.00141502,0.00006032451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008236067,"about_ca_system_score_gemma":0.0009877847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006806512,"about_ca_topic_score_gemma":0.0004009906,"domain_scores_codex":[0.9944639,0.0002878448,0.0009709031,0.001221423,0.001519365,0.001536546],"domain_scores_gemma":[0.9958421,0.0008567014,0.0009214348,0.001029658,0.0009322862,0.0004178121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002589234,0.001872419,0.2210928,0.001225718,0.003601799,0.00001847799,0.02831176,0.004627779,0.01383319,0.3501151,0.08217399,0.2905377],"study_design_scores_gemma":[0.005999981,0.001004446,0.05612139,0.0002539056,0.0007966909,0.000028014,0.003685465,0.01149238,0.002697493,0.04063916,0.8740924,0.003188688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5011293,0.0009011701,0.002625313,0.02189695,0.005664393,0.02739842,0.004769981,0.002629173,0.4329853],"genre_scores_gemma":[0.9197621,0.0009676568,0.002647434,0.001099239,0.002192629,0.001263852,0.001196211,0.0004055528,0.07046536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7919184,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182736141578592,"score_gpt":0.2421605787184277,"score_spread":0.2303332173026418,"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."}}