{"id":"W2296094090","doi":"10.2166/wqrjc.2016.025","title":"Biosurfactant produced by a Rhodococcus erythropolis mutant as an oil spill response agent","year":2016,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Dispersant; Chemistry; Strain (injury); Biodegradation; Critical micelle concentration; Rhodococcus; Petroleum; Food science; Micelle; Dispersion (optics); Aqueous solution; Organic chemistry; Biology","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":["insufficient_payload"],"category_scores_codex":[0.0159582,0.0002507523,0.0002725544,0.0001365268,0.0006735664,0.0003103389,0.000755831,0.0001501268,0.02094081],"category_scores_gemma":[0.001032286,0.0001250176,0.0001460559,0.0002989749,0.000825121,0.0005499567,0.0004103075,0.0005341019,0.007819286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000915489,"about_ca_system_score_gemma":0.0001235272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009602757,"about_ca_topic_score_gemma":0.0001182099,"domain_scores_codex":[0.9914407,0.003967611,0.0007317147,0.0006440715,0.001907739,0.001308148],"domain_scores_gemma":[0.9979674,0.0001869855,0.0001427154,0.0006074253,0.000147703,0.0009477329],"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":[0.001477818,0.0002499917,0.004883243,0.000006288081,0.00002144317,0.00007531177,0.001081652,3.888988e-7,0.9722252,0.00001032687,0.01066147,0.009306864],"study_design_scores_gemma":[0.001050541,0.0005733035,0.005746544,0.00003476392,0.000004606707,0.00009859487,0.0002778947,0.000002491624,0.8998014,0.000448191,0.09166036,0.0003013113],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790138,0.00002244723,0.00001444964,0.01980061,0.0002520724,0.0001896755,0.0001033363,0.00004362345,0.0005600103],"genre_scores_gemma":[0.9932879,0.000320312,0.000122853,0.0003495516,0.0001553201,0.000005890672,0.00000817302,0.00002833852,0.005721681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08099888,"threshold_uncertainty_score":0.9929532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08421653579683999,"score_gpt":0.388254476241608,"score_spread":0.3040379404447681,"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."}}