{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003926365,0.0002894646,0.0001895812,0.0002632351,0.0002163061,0.000422357,0.0002131345,0.0003321863,0.001570871],"category_scores_gemma":[0.001376869,0.0001985112,0.0002091125,0.0002424098,0.0003267627,0.0003934208,0.0002124484,0.0003629845,0.0003070303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032479,"about_ca_system_score_gemma":0.0003961766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002881522,"about_ca_topic_score_gemma":0.002394726,"domain_scores_codex":[0.999652,0.0001020466,0.00003283782,0.00004772727,0.00007264041,0.00009258663],"domain_scores_gemma":[0.9991537,0.0004881079,0.00008019525,0.00003287783,0.0001690884,0.0000759266],"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":[0.001911408,0.00009523924,0.0009648291,0.00007918723,0.00002212419,0.00008590382,0.0000876109,0.0003628428,0.9927978,0.00008261132,0.00006261054,0.00344786],"study_design_scores_gemma":[0.00001316187,0.0003369875,0.001242258,0.000004467732,0.0000110746,0.00001764028,0.00003149319,0.000873866,0.9971493,0.0000170308,0.0002975941,0.000005148599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982117,0.000493736,0.0003467662,0.00003756582,0.00002298018,0.000007749913,0.00007110355,0.00001123195,0.0007972094],"genre_scores_gemma":[0.9985061,0.0003153404,0.0003914065,0.0000340441,0.000009305851,0.000005226366,0.00008385137,0.00001325028,0.0006415703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002881522,"threshold_uncertainty_score":0.005729496,"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."}}