{"id":"W2368862276","doi":"","title":"The leading methods to protect the breeding ponds from the damage of the red tides","year":2002,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Red tide; Fishery; Environmental science; Aquatic environment; Oceanography; Ecology; Biology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001897055,0.0001247781,0.0001100603,0.00001048346,0.000696782,0.0001061485,0.002103087,0.00005792265,0.0001776204],"category_scores_gemma":[0.0009984479,0.00004213554,0.00007466569,0.0004158813,0.000570087,0.00009893749,0.001400259,0.0002767615,0.0001115817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008408156,"about_ca_system_score_gemma":0.000001964075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123785,"about_ca_topic_score_gemma":0.0001435633,"domain_scores_codex":[0.9985296,0.0003964095,0.0002249402,0.0002232731,0.0003502993,0.0002754669],"domain_scores_gemma":[0.9976868,0.001090814,0.00009591546,0.001098185,0.000006723811,0.00002155752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001318117,0.00003285641,0.04001749,0.000003668902,0.00005326738,8.809331e-7,0.007470869,0.0004966866,0.8116403,0.001868155,0.03883126,0.09957141],"study_design_scores_gemma":[0.0001069906,0.00006967744,0.09114978,0.00003953999,0.00002449174,0.000002371963,0.003783241,0.00155742,0.8426353,0.01377996,0.04665609,0.0001951401],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9157447,0.00006936858,0.002446221,0.06699263,0.0003369385,0.0008138406,0.000004041961,0.000210208,0.01338206],"genre_scores_gemma":[0.9794782,0.00001198404,0.01589333,0.0002349399,0.0000575489,0.00005676559,8.642439e-8,0.00001236449,0.004254707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09937627,"threshold_uncertainty_score":0.5359154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08034726674905329,"score_gpt":0.3153702862719481,"score_spread":0.2350230195228948,"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."}}