{"id":"W2800858654","doi":"10.7901/2169-3358-2017.1.2017-063","title":"Overview of Aquatic Toxicity Testing under the U.S. EPA Oil Research Program","year":2017,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecotoxicity; Dispersant; Petroleum; Environmental science; Aquatic toxicology; Petroleum industry; Petroleum product; Oil spill; Toxicity; Effluent; Acute toxicity; Environmental chemistry; Contingency plan; Chronic toxicity; Waste management; Chemistry; Environmental protection; Environmental engineering; Engineering; Dispersion (optics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367587,0.0001731083,0.0001837009,0.00005730903,0.0004914309,0.0004553215,0.002138825,0.00007957831,0.002019271],"category_scores_gemma":[0.002705026,0.000123475,0.00005923591,0.0002115526,0.001015614,0.0005991754,0.0008847177,0.000381767,0.0003837248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226826,"about_ca_system_score_gemma":0.00009956236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000941733,"about_ca_topic_score_gemma":0.0001989587,"domain_scores_codex":[0.9975055,0.00002368351,0.0003518225,0.0003797349,0.001302184,0.0004370213],"domain_scores_gemma":[0.9988945,0.000168299,0.0003954233,0.0003304428,0.00008686637,0.0001245124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002216682,0.0001509475,0.03054946,0.00002168954,0.00003863651,0.000003030534,0.0006569214,0.000001828433,0.05674221,0.004017756,0.0002291323,0.9075662],"study_design_scores_gemma":[0.000979786,0.0004550382,0.9054249,0.0007880195,0.00004112076,0.00008480888,0.001251452,0.01680787,0.03574114,0.02825521,0.009567324,0.000603332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7878702,0.00003249355,0.00001201507,0.005972641,0.0001963102,0.0000907233,0.00001650909,0.00003780299,0.2057713],"genre_scores_gemma":[0.995917,0.00009664633,0.001170479,0.0001422502,0.0001061495,0.0000306972,4.879274e-7,0.00001828605,0.002518063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9069629,"threshold_uncertainty_score":0.998893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858162148869208,"score_gpt":0.3981217886385376,"score_spread":0.2123055737516168,"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."}}