{"id":"W3006162583","doi":"10.1016/j.marpolbul.2020.110906","title":"Trait-dependent variability of the response of marine phytoplankton to oil and dispersant exposure","year":2020,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Gulf of Mexico Research Initiative","keywords":"Dispersant; Phytoplankton; Biomass (ecology); Algae; Dinoflagellate; Biology; Photosynthesis; Tetraselmis; Botany; Ecology; Environmental science; Nutrient; Dispersion (optics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004607181,0.00008644867,0.0001223558,0.00001605247,0.00005503848,0.000005990167,0.0001115394,0.00004131298,0.004543239],"category_scores_gemma":[0.0003619185,0.00006617459,0.00004637069,0.0001770344,0.0001220086,0.00002082907,0.0004061448,0.00008004043,0.00003684283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005629803,"about_ca_system_score_gemma":0.000008503454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005534912,"about_ca_topic_score_gemma":0.0001023938,"domain_scores_codex":[0.9990329,0.000194334,0.0002316777,0.0002088612,0.0002257646,0.000106524],"domain_scores_gemma":[0.9995897,0.00004011287,0.00009102625,0.0001745926,0.00001047448,0.00009413099],"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":[0.002898417,0.0002420504,0.2753497,0.0001147544,0.00002445895,0.000002590091,0.001914301,0.001250269,0.4825883,0.0003393658,0.002763633,0.2325122],"study_design_scores_gemma":[0.0004533047,0.0001945092,0.9395676,0.00000687181,0.00001210273,0.000005177281,0.000069492,0.0001419239,0.03015509,0.00005707535,0.02925397,0.00008286138],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741564,0.00000260087,0.0001392981,0.01966151,0.0000671368,0.00009068793,0.00002836931,0.0000175663,0.005836428],"genre_scores_gemma":[0.9975329,0.000006688486,0.0004226201,0.000760838,0.00001904838,0.00000816756,0.000001972104,0.000005912085,0.001241846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6642179,"threshold_uncertainty_score":0.9963667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00612937249702929,"score_gpt":0.188158587185538,"score_spread":0.1820292146885087,"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."}}