{"id":"W2989937117","doi":"10.1016/j.marpolbul.2019.110713","title":"Biological response to dissolved versus dispersed oil","year":2019,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Gulf of Mexico Research Initiative","keywords":"Mesocosm; Environmental chemistry; Chemistry; Seawater; Fraction (chemistry); Produced water; Toxicity; Corn oil; Nutrient; Chromatography; Organic chemistry; Food science; Biology; Environmental science; Environmental engineering; Ecology","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":[0.0002144878,0.000491432,0.0002291706,0.0001885271,0.0001584391,0.0004115851,0.0002514159,0.0004085429,0.002453851],"category_scores_gemma":[0.0003825148,0.0001587845,0.0001863727,0.0002608743,0.00030579,0.0002306573,0.0002751238,0.0004708327,0.0003390245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539445,"about_ca_system_score_gemma":0.0002238051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002758163,"about_ca_topic_score_gemma":0.002770896,"domain_scores_codex":[0.9998289,0.00003677743,0.00001403474,0.00003858817,0.00004128134,0.00004038884],"domain_scores_gemma":[0.9997516,0.0001117,0.00002424022,0.0000147773,0.00005282527,0.00004491936],"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":[0.0005563651,0.00004040447,0.0002705924,0.00004081647,0.000006630441,0.00003093404,0.00003626724,0.00004630968,0.9975201,0.00002508941,0.00002712216,0.001399215],"study_design_scores_gemma":[0.00002116005,0.0009274329,0.006963676,0.000004592726,0.00001946088,0.00006396593,0.00008213262,0.0003966563,0.9906228,0.00002657674,0.0008664719,0.000005035261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938614,0.001009497,0.001337551,0.00009875112,0.00007064408,0.00003241696,0.0004978414,0.00004090992,0.003051081],"genre_scores_gemma":[0.9872015,0.0007682911,0.001509136,0.00008280626,0.00003885088,0.00003295584,0.001060598,0.00001957092,0.009286391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002758163,"threshold_uncertainty_score":0.00820899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094609517655566,"score_gpt":0.2166717021605762,"score_spread":0.2057256069840206,"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."}}