{"id":"W4384156447","doi":"10.1016/j.colsuc.2023.100013","title":"Effect of bacterial surfactants on the phase behavior of miscible pollutants in water","year":2023,"lang":"en","type":"article","venue":"Colloids and Surfaces C Environmental Aspects","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); Lakehead University; University of Guelph","funders":"Government of Saskatchewan; Natural Sciences and Engineering Research Council of Canada; National Research Council; Canadian Institutes of Health Research; Canada Foundation for Innovation; University of Saskatchewan","keywords":"Rhamnolipid; Chemistry; Toluene; Solvent; Phase (matter); Tetrahydrofuran; Small-angle X-ray scattering; Micelle; Fourier transform infrared spectroscopy; Amphiphile; Infrared spectroscopy; Chemical engineering; Organic chemistry; Bacteria; Scattering; Aqueous solution","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006331975,0.000195102,0.0002842505,0.00005601337,0.00008533267,0.00001445071,0.0001844454,0.00008246722,0.003293085],"category_scores_gemma":[0.00001990978,0.0001125687,0.00005974497,0.0002208832,0.0003577793,0.00008809643,0.0001966463,0.00009289475,0.0002176117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007492085,"about_ca_system_score_gemma":0.000004573982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005660213,"about_ca_topic_score_gemma":0.00006047917,"domain_scores_codex":[0.9985497,0.0001536875,0.000322787,0.0002985341,0.0003373448,0.0003379485],"domain_scores_gemma":[0.9994932,0.000128732,0.00009227775,0.0002032849,0.000001057734,0.00008139499],"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":[0.0002373069,0.0001878952,0.07831115,0.00001047756,0.000007453526,0.00001139205,0.000307034,0.00004252804,0.9188239,0.000003253134,0.000113817,0.001943785],"study_design_scores_gemma":[0.001565988,0.0007697543,0.1581317,0.0000169669,0.00001453232,0.000001742182,0.0001058259,0.0001096533,0.8388945,0.00001172654,0.0002449001,0.0001326326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998174,0.00001731354,6.532967e-8,0.00009324644,0.0001479406,0.000544797,0.0002261603,0.00001386473,0.0007826496],"genre_scores_gemma":[0.9995028,0.0001217598,0.000006881137,0.00002300522,0.000008555596,0.000007943656,0.00002578271,0.00001421339,0.0002890519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07992936,"threshold_uncertainty_score":0.997618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007113482039367566,"score_gpt":0.2275642006222713,"score_spread":0.2204507185829038,"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."}}